class: middle, center <div class="ggplot-logo-left-top"></div> <div class="gapminder-logo-left-bottom"></div> # Introduction to `ggplot2` <br> ### Saghir Bashir & Andreia Carlos<br><br>13th April 2019 --- class: inverse, middle, center # Relax # Experiment # Make Mistakes # Learn # Enjoy --- class: middle, center <div class="ggplot-logo-left-top"></div> <div class="gapminder-logo-left-bottom"></div> # Outline ## Gapminder Data ## Plotting Data ## Facetting Plots ## Summary --- class: center, middle <img 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width="900px" /> --- class: middle, left <div class="gapminder-logo-right-top"></div> # Gapminder Data ### - Population (Total) ### - GDP per capita (US$, inflation-adjusted) ### - Life expectancy at birth, in years ### - Infant Mortality per 1000 births ### - Total Fertility (children per woman) --- class: middle, center <div class="gapminder-logo-right-top"></div> # First 10 Observations <table> <thead> <tr> <th style="text-align:center;"> continent </th> <th style="text-align:center;"> country </th> <th style="text-align:center;"> year </th> <th style="text-align:right;"> pop </th> <th style="text-align:right;"> gdpPercap </th> <th style="text-align:right;"> lifeexp </th> <th style="text-align:right;"> infmort </th> <th style="text-align:right;"> fertility </th> </tr> </thead> <tbody> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1960 </td> <td style="text-align:right;"> 1636054 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 62.87 </td> <td style="text-align:right;"> 115.4 </td> <td style="text-align:right;"> 6.19 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1965 </td> <td style="text-align:right;"> 1896125 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 66.59 </td> <td style="text-align:right;"> 94.1 </td> <td style="text-align:right;"> 5.59 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1970 </td> <td style="text-align:right;"> 2150602 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 67.83 </td> <td style="text-align:right;"> 76.8 </td> <td style="text-align:right;"> 5.05 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1975 </td> <td style="text-align:right;"> 2411229 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 69.77 </td> <td style="text-align:right;"> 63.1 </td> <td style="text-align:right;"> 4.39 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1980 </td> <td style="text-align:right;"> 2681245 </td> <td style="text-align:right;"> 1056.75 </td> <td style="text-align:right;"> 71.39 </td> <td style="text-align:right;"> 64.0 </td> <td style="text-align:right;"> 3.68 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1985 </td> <td style="text-align:right;"> 2966799 </td> <td style="text-align:right;"> 1056.50 </td> <td style="text-align:right;"> 72.71 </td> <td style="text-align:right;"> 45.9 </td> <td style="text-align:right;"> 3.23 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1990 </td> <td style="text-align:right;"> 3281453 </td> <td style="text-align:right;"> 980.16 </td> <td style="text-align:right;"> 73.30 </td> <td style="text-align:right;"> 35.1 </td> <td style="text-align:right;"> 2.97 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 1995 </td> <td style="text-align:right;"> 3106727 </td> <td style="text-align:right;"> 909.74 </td> <td style="text-align:right;"> 73.70 </td> <td style="text-align:right;"> 29.1 </td> <td style="text-align:right;"> 2.72 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 2000 </td> <td style="text-align:right;"> 3121965 </td> <td style="text-align:right;"> 1180.87 </td> <td style="text-align:right;"> 74.70 </td> <td style="text-align:right;"> 23.2 </td> <td style="text-align:right;"> 2.38 </td> </tr> <tr> <td style="text-align:center;"> Europe </td> <td style="text-align:center;"> Albania </td> <td style="text-align:center;"> 2005 </td> <td style="text-align:right;"> 3082172 </td> <td style="text-align:right;"> 1555.24 </td> <td style="text-align:right;"> 76.20 </td> <td style="text-align:right;"> 18.3 </td> <td style="text-align:right;"> 1.92 </td> </tr> </tbody> </table> --- class: middle, center <div class="gapminder-logo-right-top"></div> # Last 10 Observations <table> <thead> <tr> <th style="text-align:center;"> continent </th> <th style="text-align:center;"> country </th> <th style="text-align:center;"> year </th> <th style="text-align:right;"> pop </th> <th style="text-align:right;"> gdpPercap </th> <th style="text-align:right;"> lifeexp </th> <th style="text-align:right;"> infmort </th> <th style="text-align:right;"> fertility </th> </tr> </thead> <tbody> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1970 </td> <td style="text-align:right;"> 5206311 </td> <td style="text-align:right;"> 515.23 </td> <td style="text-align:right;"> 57.22 </td> <td style="text-align:right;"> 72.4 </td> <td style="text-align:right;"> 7.42 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1975 </td> <td style="text-align:right;"> 6170284 </td> <td style="text-align:right;"> 550.34 </td> <td style="text-align:right;"> 59.41 </td> <td style="text-align:right;"> 70.3 </td> <td style="text-align:right;"> 7.40 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1980 </td> <td style="text-align:right;"> 7289083 </td> <td style="text-align:right;"> 501.28 </td> <td style="text-align:right;"> 62.48 </td> <td style="text-align:right;"> 66.4 </td> <td style="text-align:right;"> 7.10 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1985 </td> <td style="text-align:right;"> 8862601 </td> <td style="text-align:right;"> 507.41 </td> <td style="text-align:right;"> 64.86 </td> <td style="text-align:right;"> 53.6 </td> <td style="text-align:right;"> 6.22 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1990 </td> <td style="text-align:right;"> 10484771 </td> <td style="text-align:right;"> 536.20 </td> <td style="text-align:right;"> 63.00 </td> <td style="text-align:right;"> 51.2 </td> <td style="text-align:right;"> 5.18 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 1995 </td> <td style="text-align:right;"> 11683136 </td> <td style="text-align:right;"> 510.82 </td> <td style="text-align:right;"> 56.00 </td> <td style="text-align:right;"> 60.1 </td> <td style="text-align:right;"> 4.43 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2000 </td> <td style="text-align:right;"> 12499981 </td> <td style="text-align:right;"> 535.20 </td> <td style="text-align:right;"> 47.90 </td> <td style="text-align:right;"> 63.5 </td> <td style="text-align:right;"> 4.07 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2005 </td> <td style="text-align:right;"> 12984418 </td> <td style="text-align:right;"> 351.02 </td> <td style="text-align:right;"> 45.10 </td> <td style="text-align:right;"> 61.0 </td> <td style="text-align:right;"> 3.97 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2010 </td> <td style="text-align:right;"> 13973897 </td> <td style="text-align:right;"> 288.57 </td> <td style="text-align:right;"> 49.10 </td> <td style="text-align:right;"> 55.8 </td> <td style="text-align:right;"> 3.72 </td> </tr> <tr> <td style="text-align:center;"> Africa </td> <td style="text-align:center;"> Zimbabwe </td> <td style="text-align:center;"> 2015 </td> <td style="text-align:right;"> 15602751 </td> <td style="text-align:right;"> NA </td> <td style="text-align:right;"> 59.30 </td> <td style="text-align:right;"> 46.6 </td> <td style="text-align:right;"> 3.35 </td> </tr> </tbody> </table> --- <div class="gapminder-logo-right-top"></div> # Questions of Interest <br> ### What are the time trends for Portugal? ### How does Portugal compare to other European countries? ### How does Portugal perform on health and wealth? --- class: center, middle <img src="data:image/png;base64,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" width="400px" /> --- class: inverse, center, middle ## `install.packages("ggplot2")` ## `install.packages("magrittr")` ## `install.packages("data.table")` ## `install.packages("here")` --- <div class="rdatatable-logo-right-top"></div> # Imported Gapminder Data ```r library(data.table) library(here) gm <- fread(here("data", "gapminder.csv")) # Create factor (categorical) variables to be used later. gm[, continent:=as.factor(continent)] gm[, country:=as.factor(country)] gm[, fyear:=as.factor(year)] ``` --- <div class="gapminder-logo-right-top"></div> # Look at Imported Data ```r gm ``` ``` ## continent country year pop gdpPercap lifeexp infmort fertility fyear ## 1: Europe Albania 1960 1636054 NA 62.87 115.4 6.19 1960 ## 2: Europe Albania 1965 1896125 NA 66.59 94.1 5.59 1965 ## 3: Europe Albania 1970 2150602 NA 67.83 76.8 5.05 1970 ## 4: Europe Albania 1975 2411229 NA 69.77 63.1 4.39 1975 ## 5: Europe Albania 1980 2681245 1056.7504 71.39 64.0 3.68 1980 ## --- ## 2216: Africa Zimbabwe 1995 11683136 510.8200 56.00 60.1 4.43 1995 ## 2217: Africa Zimbabwe 2000 12499981 535.1974 47.90 63.5 4.07 2000 ## 2218: Africa Zimbabwe 2005 12984418 351.0233 45.10 61.0 3.97 2005 ## 2219: Africa Zimbabwe 2010 13973897 288.5683 49.10 55.8 3.72 2010 ## 2220: Africa Zimbabwe 2015 15602751 NA 59.30 46.6 3.35 2015 ``` --- <div class="rlogo-logo-right-top"></div> # Structure of Gapminder Data ```r str(gm) ``` ``` ## Classes 'data.table' and 'data.frame': 2220 obs. of 9 variables: *## $ continent: Factor w/ 5 levels "Africa","Americas",..: 4 4 4 4 4 4 4 4 4 4 ... *## $ country : Factor w/ 185 levels "Albania","Algeria",..: 1 1 1 1 1 1 1 1 1 1 ... ## $ year : int 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 ... ## $ pop : int 1636054 1896125 2150602 2411229 2681245 2966799 3281453 3106727 3121965 3082172 ... ## $ gdpPercap: num NA NA NA NA 1057 ... ## $ lifeexp : num 62.9 66.6 67.8 69.8 71.4 ... ## $ infmort : num 115.4 94.1 76.8 63.1 64 ... ## $ fertility: num 6.19 5.59 5.05 4.39 3.68 3.23 2.97 2.72 2.38 1.92 ... *## $ fyear : Factor w/ 12 levels "1960","1965",..: 1 2 3 4 5 6 7 8 9 10 ... ## - attr(*, ".internal.selfref")=<externalptr> ``` --- class: inverse, center, middle # What are the time trends for Portugal? --- <div class="rdatatable-logo-right-top"></div> # Portuguese Data ### Create a dataset for Portugal ```r # Portuguese Data options(width = 100) gmPT <- gm[country == "Portugal"] gmPT ``` ``` ## continent country year pop gdpPercap lifeexp infmort fertility fyear ## 1: Europe Portugal 1960 8875311 2363.976 64.23 84.6 3.16 1960 ## 2: Europe Portugal 1965 8888635 3212.569 66.17 66.4 3.18 1965 ## 3: Europe Portugal 1970 8670352 4615.613 67.14 55.4 2.99 1970 ## 4: Europe Portugal 1975 9185876 5398.299 68.90 36.0 2.71 1975 ## 5: Europe Portugal 1980 9755635 6518.493 71.71 22.8 2.29 1980 ## 6: Europe Portugal 1985 9929014 6693.814 73.22 16.5 1.78 1985 ## 7: Europe Portugal 1990 9890319 8854.322 74.20 11.5 1.54 1990 ## 8: Europe Portugal 1995 10078431 9455.050 75.50 7.4 1.48 1995 ## 9: Europe Portugal 2000 10278542 11412.078 76.80 5.5 1.47 2000 ## 10: Europe Portugal 2005 10480085 11663.632 78.40 3.7 1.41 2005 ## 11: Europe Portugal 2010 10584837 11805.935 79.90 3.1 1.33 2010 ## 12: Europe Portugal 2015 10349803 NA 80.80 3.0 1.31 2015 ``` ```r options(width = widthDefault) ``` --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy --- .left-code[ <br> ```r ggplot(gmPT) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- <div class="ggplot2-hex-right-top"></div> .left-code[ <br> ```r *ggplot(gmPT, aes(year, lifeexp)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_line() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points & Line --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point() + * geom_line() ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Colour --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + * geom_point(colour="blue") + * geom_line(colour="blue") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Y-axis --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + geom_point(colour="blue") + geom_line(colour="blue") + * scale_y_continuous( * limits=c(0, 80)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Axis labels --- .left-code[ <br> ```r ggplot(gmPT, aes(year, lifeexp)) + geom_point(colour="blue") + geom_line(colour="blue") + scale_y_continuous( limits=c(0, 80)) + * xlab("Year") + * ylab("Life Expectancy at Birth") ``` <br> ### Interpret this plot. ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Download: https://ilustat.com/shared/ggplot2-Intro.zip ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 1 - Portugal" --- <div class="ggplot2-hex-right-top"></div> ## Some comments (i) .left-code[ ### Piping data to `ggplot2` ```r library(magrittr) *gm[country=="Portugal"] %>% ggplot(aes(year, lifeexp)) + geom_point(colour="darkred") + geom_line(colour="darkgreen") + scale_y_continuous( limits=c(0, 80)) + xlab("Year") + ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Some comments (ii) --- .left-code[ ### Order matters ```r gm[country=="Portugal"] %>% ggplot(aes(year, lifeexp)) + * geom_line(colour="darkgreen") + * geom_point(colour="darkred") + scale_y_continuous( limits=c(0, 80)) + xlab("Year") + ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: false class: inverse, center, middle # How does Portugal compare to other European countries? --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ ### European Countries ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + *geom_point(colour="grey75") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Points --- .left-code[ ### Add Portugal (blue) ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + geom_point(colour="grey75") + *geom_point(data=gmPT, * colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Jitter --- .left-code[ ### Jitter overlapping points ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + *geom_jitter(colour="grey75") + geom_point(data=gmPT, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> .left-code[ ### Make points smaller ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp)) + geom_jitter(colour="grey75", * width = 0.7, * size = 0.7) + geom_point(data=gmPT, size=0.7, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ### 'width` - Amount of jitter ] .right-plot[ <img 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gAAAABzpW85bluz2azVaqFQaGLjuT26rp+ennbuZCuKoizLnfvWiqIYi8XW1tbaZRGe5OX10wAAAADmTavVMgxj+DGNRmMyg7lVjUbjwYMHnbFWEATbtjtjrfNIoVA4PDx073LLcTBnCwAAAMA7xlnV796MV6lU6vW6ruuyLBeLxfGXztbr9bOzs83NzVsd3hSRbAEAAAB4h9/vF8URm5vKsjyx8dwUp9tzrVZ76O9QKBSazebm5qaiKDc4sBlBNTIAAAAA7xBFMRKJdD3YGXQlSeo9YMaZpvngwYNHibWOWq12cHAwslrbjUi2AAAAADxleXm5q/Vx518XFxdd10spnU4Pj6Pj76xmGMbFxcVNDGq2kGwBAAAAeIqqqpubm3339YnFYsvLy5Mf0qNwWkANP+ZamxiVSiXv7W3LOlsAAAAAXhOLxVRVzWQytVrNMAyfz6eq6sLCQiwWm/bQrs0wjJsNorZtNxoNb+x71EayBQAAAOBKhmFcXV1lMhlJkgKBgKZpkvQPRamBQGBjY2OKw5tl7u0OPQjJFgAAAIDLWJaVTqdzuVxnQpNleX193XXdoUYap9vzdXmvPTLrbAEAAAC4zOnpaSaT6Zp4NAzj6OioVCpNa1S3RJKka1UOj8zAiqIEAoFHG9TMIdkCAAAAcAfbtiuVSiqVGhJfU6mU99ojraysjN8jauSRruuhNQ6qkQEAAAC4QK1WOz09bTabfZ+1bdtJdKZplkqleDw+2dHdrmAwuLW1dXp6+ujrY5PJ5MLCwo2MaqYwZwsAAABg1tVqtYODg0GxVvjOicpGozGRQU1UNBrd29sLBoO9Tznlx71FyIFAIBKJ+P1+QRD8fn8kEtnZ2VlZWZnAaCePOVsAAABgtti2XS6XK5VKs9kURVFV1Wg02jfSzAnbtlOp1PgtlLxXjeywLKterwsdE9QO58+9Rcjr6+vOAt2u4z2JZAsAAADMkFardXx8XKvV2o+Uy+Wrq6tEIrG2tub5fNJXvV7Xdb3vU30zmyzLtz+oKSgUCs4f2i95UGQVRXFtba3dd2oe3jYkWwAAAGBW2LZ9dHTkzMt1yeVyTlyZ/Kimru8JcfTNbN7b+MfRG+97X77P54tEIktLS6qqTmpcM4FkCwAAAMyKfD4/JMVls9l4PD5viUUQhGu1TQqHw5qmCYLQaDRqtZqu636/PxgMhkIht09dDq/HduZvLcuaw1grkGwBAACA2VEsFocfUCqV5jC0jF9drKrq1tZWq9VKpVLlcrnrm2xubl5rY9hZM/w8OLndtu1isTiHbxJ6IwMAAACzYkjvX8eg5abeFg6Hh0+3On22VlZWdnd3RVE8PDzsirWCIBiGcXh42LmA2XXGrLIe+S7yJJItAAAAgJnm9/sTicSgZ0VR3NnZ2dvbSyaToiheXV0N2vXnuj2WZ000GnUKrYd79D1v3YhkCwAAAMwKRVGGHxAIBCYzklmzsrLSd8ZSkqSNjY12jbFt2/l8fsj30XV9yErm2Xfnzh2fzzf8mJHvIk8i2QIAAACzIhqNPuIBXiVJ0p07d5wQ60Q7WZYXFxe/67u+Kx6Ptw8zTbPVag3/Vq5Otj6fb3l5ufOR3ino+XyT0EEKAAAAmBXxeDyXyw1aTJtIJOawM1CneDzu5FjbthuNRqPRODo60nU9EAiEw+FQKDROpbF7q5EdiUSi803StQI5Eom4ukvWQyPZAgAAALNCkqSdnZ3j4+PeecV4PD6fm9n2sm37/Pw8l8t1Pnh1dRWNRtfX10VRHJ5dx++0PJucdcWHh4e9d0DC4fDm5uZURjV1JFsAAABghsiyfPfu3VKpVKlUdF2XJCkQCMRisXFaB82Js7OzvotpS6WSZVmhUKhSqXQ+7mz06vxZFEUPTGnKsry3t5fL5arVaqPRcN4k0Wg0Go26fc/eh0ayBQAAAGZLtVqt1WqGYYii6NTZEmsdrVbr6upqSI+oSqXSe646w97S0pLf74UQ1Gq1LMsSRdHv9yuKEgwGI5HIOLG21WoVCgVd15vNpvOFCwsLkuT6Bkxe+KECAAAA3mBZViqVKhaL7Ueq1Wo2mw2Hw1tbWyOb4npbsVhMpVIjt7QZsmNtLBbrar/kUoVC4ezsrH0qarVaoVC4urra3t4efhOk6xxWq9V8Pn91dbW1teX2uyeuj+YAAACAZ5yennbG2rZKpXJ8fDz58cyOSqVyenr6cDu1iqIYDAa3t7e3trY8UKxbLpf7nopWq9V38W3boHNoGMbwL3QFki0AAAAwE6rVaqlUerhnPe/8/Pzhehrbtu18oTf2wnG6Zw161rKsy8vLQc8OOYeWZV1cXNzA+KaHZAsAAADMhL6ztZ0KhcJkRjJrdF1/6BlFZ5K2Xq8bhnGjg5qOer3ebDadP/eNqeVy2TTNvl84/BxWKpW+X+gWJFsAAABgJrQTy0Mf4FU3UijrjbPX+Sr6Vlbbtt03w498+bZtu/oU0UEKAAAAcJ9KpVKtVnVdF0VRVdVoNBoIBKY9qJlWKBREUXR7n6SH9nC13C5CsgUAAABmgqIo4xxgmubJyUnnlq3FYvHy8jKZTK6srNzuEKfkRkJ7Pp/P5/OxWGxjY8O9m9yMfJOIoijL8g1+oVu49ScKAAAAeEwsFht+wMLCgm3bR0dHnbG27erqakj3IFcLBALDw60syyOTm6NYLJ6cnNzQuKYgGAwOf6XhcLjv7lAjvzAUCrl6p1+SLQAAADATQqHQkP694XA4Go3m8/m++7U6taaZTMbVSyXbbNvO5/NHR0ff+ta3XnvttcPDQ03TBm3YI4ri9vb25ubmmDv6lMvlcrl8o+OdHFEUV1dXhzwrCMLV1VXvUtuRXzjkWVcg2QIAAACzYmtrq2+4DYfDW1tbwuD+yU6ksW17ZIPl2Wea5sHBQSqVKpfLhmG0Wq1KpZLP530+X28VsSzLd+7cCQaDmqbduXNnzFlHV3eZjkajy8vLg9pHlcvly8vL119/PZfL9X7h+vp67xf6/f47d+6oqnpbI54IF083AwAAAB7jTD9Wq9VyudxoNARBUBQlGo2Gw2HngJFdgj0wZ3t6etp3XrrVasmynEwmG42GYRjOmdna2iqVSs6UdTgcfvzxx4vFYjqdHr7Hz400W54Wy7Ly+fzwjlC2bZ+dnUmStLCw0Pl4IpGIRCK5XK59DoPBYCKR6FvA7C4kWwAAAGC2hEKhUCjU96mRHW7d3gK3UqkMKRU2DEMURWf6WhAETdO6mh5JkhSPx4vF4qBka9v2mEXLMyubzY65N28qlapUKrFYLBwOF4tFp5m2JEmBQCCZTHqsTTTJFgAAAHCNQCDQdz6zbcxGSjNr5ArYUqm0tLQ0/JghJ8GJta4+S+MvErZtu1AoFAoFn89nmmb78Uqlks1m4/F43+Jkl2KdLQAAAOAaQ1pMjXnAjBs5GznOdOXIkxCJRK4xphkz5oRtp85Y25bP5y8uLm5iRDOBOVsAAADANRKJRC6XG7SYNh6Pu70P0MgpxN4DarVae+FoIBBwFo6Gw+H23khdFcjBYLBr9enssyyrUChUKpVGo9E3pjoKBfkLX9j42tdiR0daLGbs7FTf857Ld7yju5VUmzNz6/b3jINkCwAAALiGJEk7OzvHx8dOf6lOsVhsbW1tKqO6QaqqDm/v3BXDDg4Ojo6O2n9ttVrVajWXy62vrwuC4ITbzliradr29ra7SnANwzg8PBzZ9eprX4v94i++uVD4/wutM5nA/fvhv/7rlfe85+Lnf/5bPl//BdjlcplkCwAAAOBmjN/ZSFGU3d1dZwav3RDI6RJ024OcgFgslk6nh/TB6pxuvby87Iy1bZZlnZ2d7ezsJBIJp8u0bduBQCASicRiMXfFWtu2x4m1V1eBj3/8LZVKn3z33//7aixm/PRP3+/7ha5uE92JZAsAAABMjWEYmUyms2ltLBaLx+O9G7d2EkUxHo/H4/GJjXNiFEVZXl6+vLzs+2w0Gm2vobVtO5VKDfo+lmWl0+mdnR23LzzO5XKd4XPQHZDf+707fWOt47/+1833ve90eblPiHVXzh+CDlIAAADAdNRqtf39/Ww260wqmqZZq9XOz88PDg5arda0Rzc1yWRyZWWlN3HF4/H2fj+CIFSr1eFnqVqtDlmS6hZdnZAHBdH/8T+G9Ys2TfHLX17s+5Sr20R3Ys4WAAAAmALTNI+Pj/tGr3q9fnp6urOzM/FBzYpkMhmPxzsLiUOhUNdy0JEtgm3bNgzD5/Pd5khv3aBuYW2yLAuCms2OCKjn530W04qi6PY57TaSLQAAADAFmUxmyJRjpVJ58OCBc4CqqpFIZGFhwTOFo+Pw+/3Dy63HORseOGMjX4KmaYFASBRt2x52pCz3Wbq8uLgYCAQeaXwzg2pkAAAAYAq6qkx71Wq1ZrPZbDZLpVIqlWoHXThGRjJJkjxQajvyZSqKEg6r29v14YfduVPpeiSRSKysrDzS4GYJyRYAAACYgpHFtF3q9frx8fGQpsHzJhgMDt+uxnVtkPsatPWu804QRTEWiwWDwX/yTzJDvkksZr7//aHFxcVwOByNRpPJ5N7e3vr6ugfOTxvVyAAAAJg+0zQvLi729/er1aogCIqiRCKRxcVFty+SHEKSpOv2N6rVaqVSKRaL3dKQXOexxx577bXX+qZ9WZaXl5cnP6QbF41Gw+GwszFvJyeULi0tOfH+Z3/W+su/rB4chHq/gygKv/zL1fX1sCB4YV+oQZizBQAAwJQZhnH//v2zs7NSqWSapmma9Xo9nU7fv3/fM5tt9ho+3zjIyBrmuRIOhwdNacbjcVmWJzyeW7K9vd17O0MUxWQy6aR3Xdfz+dSnPvXqU08Vug7TNOvXfq30oz86og2VBzBnCwAAgGmybfvo6KhvA9hms3l0dHTv3j0v1Uy2LSwsPERMHdkp15MsyxJFsfdtcHZ2ls/ne4+3bTudTmuaFg57YZZSkqStra2lpaVKpaLruiiKTlMxZxWx8xtkGEYiIfzar/2///f/Fr7+9djhoRaNth57rPKe91SfempLELpPnWmaHiuIINkCAABgmorFYqPRGPRss9nM5/OJRGKSQ5qMWCyWzWZrtdq1vsqTIX8Q0zQzmUy5XNZ13bZtp0Z9aWnJmYy1LOvi4qJ9sG3b7ZPj/CGdTnsj2TqCwWAwGOx9PJ/Pd97vePvbC29/+3fM3JbL5fbWPtVqNZPJ1Go10zQlSVJVNR6PD+9B7RYkWwAAAEzTyHnLcrnsvWRr23YqlbpurBXG6JTrGc1m8+DgoLPPVrPZzGazxWJxe3tb07RKpdK5ULk38zv5zWMzk73G+Q1ykm0mk+m8F2BZVq1Wq9VqlUplc3PT7TdNWGcLAACAaRrZIvi6PYRdIZ1OFwrdSyLHMWhZqcfYtn18fNz3R99qtY6Pj03THOeN4ck3T5eRBerOSahUKp2xtlOxWEyn0zc/sski2QIAAGCaJGnEJ9KRB7iOU2T7EF8Yj8c1Tbvx8cygUqk0pEa91WrlcrlxJmMvLy8fYmLcXUbOtbZrs4cck8lkrtupe9Z47TIBAAAAdxnZIvjhegjPsnK5/BDb0i4uLq6vr9/GeGbQyArbSqUyzhujXC4fHBxks9kbGtcs6rv4tpOqqq1Wq53w+773bNt2NtxyL5ItAAAApikej/eddGp//vZe/e21SmTD4fDq6uq9e/fW1tbcvhJyfK1Wa/gBhmGoqhoK9dm+tYtt2+fn526PbUMM399YFMVYLNZ5Pge9i9xeuU2yBQAAwDQFAoGlpaXex53P34uLi96rvx0ZUDtn1Wq1WrPZ9F5J9nAjK42dE7KzszNmg6hUKvUQ8+SuMGRTX0EQlpaWVFUd5yy5/T3m7tEDAADAA1ZWVlZWVro+WIuiuLKysrq6Oq1R3Z7OMtq+casz+lqWlc1m9/f3PTzr2GvMGvVQKPS2t71tnH7RzWZzf39/5FSwS21sbCwuLnbdMXF+g1ZWVgRB8Pv9I8PtyKrmGceuPwAAAJi+ZDK5srLSarWq1aplWYIghEIhv9+bH1ZDoZAsy5ARFVcAACAASURBVE7x5zgFxqIomqZ5fHy8t7fnbOXqebFYLJ1OD5llbW8EFY1G7927d3Z2lsvlhn9PXddPT093dnZucJwzQhTFtbW1paWlSqXSaDREUVRVNRwOt3+DRFFMJBJXV1eDvoOmaW5f0O6Ci0Wz2fyTP/mTl19++fT01LKsra2tp5566tlnn+099bZt/8Vf/MVf/dVfOUdubGy8+93v/sEf/EHP72EFAADgAX6/34krrVbr4XbEcQsnhxwfH49zsG3bTvp1Oiqvra3d8uhmgqIoa2trZ2dnfZ91atRt2766usrn85VKZczJ2EqlUqvVvFff7pBlOR6PD3o2mUyWy+W+Had9Pp8HmpOJM15unk6nn3/++d4W1fF4/BOf+MTm5mb7EdM0P/nJT7788stdR77lLW/5pV/6JUVRrvXv5nI552ahG8my7KwjN00zn89PezhwAU3TNE3LZrMzfkHALFAUxdnt3fOfO3FTuMJgfPN2hSmVSqlU6lpbrSiK8vjjj9/ekGZNoVC4uLjoTK2SJCWTyaWlJWfD20qlct3v6VQH3OgwXaPVap2fnxeLxc4Hg8Hg5ubmOBXdE9Z3+f0QMz1na5rmCy+8kE6nl5eXP/ShD735zW+WJOmb3/zmiy++mEqlfuVXfuXTn/50O7L+l//yX5xY+8EPfvAf/+N/LEnS//yf//O3f/u3/+7v/u53fud3fuInfmKqLwUAAAD4DtFoNBwOF4vFy8vL3inH9lRtp0Ezk86dI+91Tl5YWIhGo9VqVdd127ZVVVVV1e/3i6KYSqUeItYKY3Rd9jC/37+1tbWyslKv13Vdl2VZVVW3L69tm+lke3R0tL+/LwjCL/zCL7QL4t/xjndsbW395E/+5MnJyeuvv/7kk08KglCr1f7oj/5IEIQPfOADP/qjP+oc+SM/8iO2bf/O7/zOn/3Zn73vfe/zXr94AAAAuJokSfF4PBgMHhwcdE3etmNqZ8Ttyq6WZWUymXK5rOu6IAiyLEcikaWlJS+tT5YkKRKJqKrqFB43m01RFGVZbjabD/0Nb3aErqMoynULWl1hpn+uDx48EAQhHA53rfN2lke3DxAE4W//9m8bjYYkSc8++2znkc8884yiKIZh/O///b8nNGgAAADgOlRVvXv37qCtWTvTbGejGcMw7t+/n06n6/W6ZVmWZem6nslk9vf3+66ldK96vX7//v1cLuekWdu2rxtrO1dDeGaKEl1mOtk6LQQqlUrXOttisei0Pmu3RHvttdcEQXjzm98ciUQ6j1RV9W1ve5sgCN/85jcnM2YAAADgugKBwGOPPba3tzd8RrFdhOisMnWmaru0Wq3Dw8NrLd+dZaZpHh0dDSohLpXkkxPNNP8h/A/fRcnv93flBXjGTCfbt7/97W984xsFQfjkJz/57W9/27Zt27YPDg5++Zd/2bKsu3fvfs/3fI9zpBN079y50/tNtre3BUGgkRIAAABmnKqqQ1rUhsPhdrItl8v1en3Qka1Wa+QWOG6Rz+d7Y22tJv3mb+6+733f9+yz7/qxH3vHD/zA0z/7s0+98kpcGLXYeH19nW1TvGqmS/AlSfo3/+bffPazn33ppZc++tGPKooiiqJza+qd73znRz7ykfZ2Xk5w7XsDxnlwULL94Ac/eHFx0fv47//+7yeTyZt6IdPi8/kWFxenPQq4RrsIAhiH3+/nCoPxcYXBtczzFWZxcTESiezv7zu73batra3t7u62U1k2mx3+fXRd98Y5TKVSXY8UCsq/+ldvPzr6h517Wi3pq1+NffSjb/vpn95/3/tOBUFQFKXVanXudRIIBO7du+eNc4K+ZjrZCoLgtEFz/txZT+8sJGhHWeemVN9k6/SOH5RsK5VKqVTqfbxvMzo38sarwGTwbsF18Z7B+Hi3oJeu6868Rd9n5/k9s7KysrS0lM/nq9Vqq9XSNG1hYaFrdWjfOuSuA7xxDntf6QsvvLEz1rbZtvAbv7H3pjeV3/zm4p07d5LJZKlUqlarfr9f07RYLEbvKG+b6WSbz+c/9rGPXVxcPPbYY88999y9e/ckSdrf3//c5z73la985f79+y+88MLy8vI432qeu3sDAADMjlwud3x8XC6XTdOUJEnTtPX19bW1NW/EsJvi8/mWlpaG7Oc5pKTWmaHxTIrreqX7++GvfGVgDYhtC5/73PZ//I/H6+vroigOP4fwmJlOtr/7u797cXGxvr7+q7/6q+1GcN/1Xd/15JNPfvSjHz06OnrxxRc/9rGPCYIQj8cvLi76bmlVLpeFwUVQn/70p/u2VvP7/e7dH9zv94fDYUEQTNN0Xj4wnLM7XLFY7Nt0Aegky7LTvZMrDMbEFQadLi4uOheCWZZVqVRef/31i4uLnZ2dQCDAFWZMQ/b1ce4RBAIB936a7RQIBJw3g5PY/+//jQ8//pVX4tvbQrFYnMjocIuuu2nr7CZb27a/9KUvCYLwzDPPdPY3FwRBUZRnn33213/917/85S+bpunz+eLxuPD3IbbL8GS7u7vb9/FcLufead7OW57ufRWYJGcVSqvV4nMnRmpPAti2zRUG4+AKg7ZSqdS3v4nz1NnZmdP4U/jOK4xhGH6/nxndtlar1Ww2A4GAKIq9v1btJXWxWMwbV+loNJrJZIS//4ibz4/YiLVel0olIRLxwmvHtcxusm21WrVaTRCEvg3i1tbWBEEwTbNSqcRiMSfZ9q4vbz9I4woAAIDpurq6av+5t6dJLpfb2Nho/7VWqzk7tZqmKYqioigLCwtLS0vzHHFLpVI6nR6+V61zfhKJxKDdcV1H0zSfz9fexCgUGhFZ/X4hFOI+2jya3fp7WZZXV1cFQTg7O+t99vz8XBCESCTiNIh6wxveIAjCV7/61a7u54ZhvPLKK+0DAAAAMBWmaXZ+TusNqJZltevvzs/PDw4OKpWKk2ds29Z1/fLy8sGDB57ZpvW6MpnM8fFxb6ztOpOiKC4vLzuTQJ7RmdKfeKJP89dOTz1leGWJMa5npn/sThz94he/2PU7bBjGH//xHzsHOL/M3/3d362qaqvV+uu//uvOI1966aVGo+H3+7/3e793ggMHAADAd+jaw2bIMaVS6f79+33L1+v1et85Dy/Rdb1YLHZ9+q3X64MKuW3bVhRleXk5mUxubW294Q1vWF5e9tjMtlOe6Xjb2wp37lSHHPyhDw2b04aHzXSyfe655zRNS6VSH//4x1955ZVqtVqpVF599dXnn3/+8PBQUZQf//Efd44Mh8M//MM/LAjCf/pP/+lv/uZvms1ms9n8X//rf332s58VBOGHfuiHOn8fAAAAMGHjtOp19nc5OjoackyxWBy54Y0b2badSqW+/vWvf/vb3z45Odnf3//6179+cHDgrJV1FpoO0mw2g8HgyspKLBYb0lnKvSKRSHtpoc9nP//8a5rWf+r+n/0z/Ud+xINvD4yjz7rzmfLyyy9/5jOf6W0NpWnahz/84aeffrr9iGman/jEJ/7P//k/giAoiiL8/f63b33rW3/pl35JluVr/bu5XK5zZ2d3kWU5FosJgmCa5qCNfIFOmqZpmpbNZmf8goBZoCiKswyk1Wp5o+smbhtXGDhs2/7Wt741sqfR7u7uwcHB8I9ha2tri4uLNzq6KbNte39/v29ilyRpb2/v4OBg+KT30tKSs47Pq2zbzmQyV1dXznvj8DD0qU89/vWvx9oHhMP2Rz5S/9mfrXkx2s+p6+7YNOvJVhCESqXy+c9//rXXXjs5ObEsa3Nz8/HHH3//+9/vhLdOlmX9xV/8xV/+5V+enp4KgrCxsfHud7/7B3/wB4fs9zUIyRZzhc+dGB/JFtfFFQZtl5eXnU2kHloymVxZWXn07zM7UqmU85mts7FW+8+KohiGMfw3KBaLbW1tTWCo02WaZq1W03VdkiRVVdPp8P37oWo1sLZWfOKJVihk27btFG8qiiLLsmc29Z1PHky2U0GyxVzhcyfGR7LFdXGFQZtlWQcHB139Ph/CyspKMpm8kSHNAtu2v/GNbwz/BelsDjxIMBhcXV31TEvkMbWvMKZpXl1d5XK59okSRTGRSKysrJBvXeq6yZYfMwAAACZBkqSdnZ1AIDA8xY3MIZqm3ei4pqxer4+87zNOBWK9Xj88PJzPe462bR8fH19dXXXmf9u2s9nsPPfTnjckWwAAAEyIz+cLBALDO/cOf1ZVVY8l25FrjwVBGLMvlNOGapw21LPPqSvWdX2cco+rq6tKpdL3qUajcXl5edOjwyxihTUAAAAmZ+T0o6qqiqL0XVElSdL6+rrHtrQZJ7UqihKJRMZJaM5Epau7STWbzYuLi3K57GRaSZI0TVtdXVVVte/xTnOpId+wUCisrKw8ROcduAtztgAAAJickQtBFxYW3vSmNy0uLnYl2GAwePfuXY9N2AqCMCiwdYpEIslkcsxUX6vVbmJc01Gv1+/fv18qldpTtZZlVSoV58G+X1Kr1YbXG1uW9eiruzH7mLMFAADA5MRiscvLy0EVs6IobmxsSJK0tra2vLxcr9d1Xff5fKqqjpMA3UiSpHA4PKiY1jnAad3XnsYcbpzy5tnkLJftG1Nt2z49Pb13717vXp7jVF+795xgfMzZAgAAYHJEUdze3h5UGvr444+3Z2V9Pl84HF5cXFxYWPBqrHUMOSGCIGxtbYmiaBhGuVwe57uNuSh3BhUKhSEx1bKsXC7X+3hv1u1FKfI8INkCAABgooLB4O7ubjQa7ayt1TTt8ccfX1tbm+LApkWSpM5I3+b3++/evRuJRARBqFarY3439xZsj3yNfQ/QNM0J84MmtEVRdO85wfjcekcHAAAA7qUoyvb2tm3buq5blhUIBHw+n6IozrOmadbr9Waz6UzH6bouCIKqqoFAwKt7k/p8vrt375qmWSqV6vW6oiihUCgYDLYPGHPrGmcT11sb5u0aWTPc9wBRFBcXFy8vL0VRtG27dylyIpFgznYekGwBAAAwHaIodpUZm6Z5//79i4sLy7J6j5dleXV1NRaLTWqAk+bz+eLxeDwe731qnJpbQRA2NjbaNwhcZ+Rti0EBNZlMVqvVSqXSG2s1TVtZWbmZ8WG2kWwBAAAwE0zTfOWVV4b0UjIM4+TkxDRN905LPjRN05w5yUEHSJK0vb0dDocnOaqbFQqFBjVAdnROYncSRfHOnTuZTCaTybQntyVJWlxcXF5e9tg2URiEZAsAAICZkEqlhsTatouLi3A47N6ZyYfj9/tjsVihUBh0wNramqtjrSAICwsL6XR6UN318EJrURSTyWQymTQMQ9d1WZYVRSHTzhVvLlQAAACAuwzqfNv3yHw+f9vjmSmtVuv09LRYLA46IJFI9K1hdhefz7exsTEojq6uro7TIluW5XA4HAgEiLXzhjlbAAAATF+9Xu+7tnbQwbc6mJlimubh4WGj0ej7rKIoyWTSA7HWEY1Gd3Z2zs/PO1+vLMtra2vOpr7AICRbAAAATN+YvX8f4uBZZppmrVar1Wqmadq2raqqqqrOktr2MZeXl4NirSAImqZ5JtY6QqHQ3t5es9l0XrWiKEzAYhwkWwAAAEzftfZlcfYvdTXbttPpdCaT6W0KJcvy5uZmKBQSxii9LpVKpml6b1cbRVHmbSk1HhHrbAEAADB9XROVw7m9VZIgCKlU6urqqjfW2rZtGMbh4WG5XBYEodFoDOmHLAiCZVlDZnSB+eH6210AAABuYRiGE1Q6CyydZKLruiAIgUAgGAzOZ+GlKIqaplWrVUEQbNsechJkWXZ7/W25XB7U5dh54bZtn5+fh8PhcdYee6Y2G7fHsqxarVav11utViAQ0DRtnHZc7kKyBQAAuHWNRuPs7KxWq7UfkWV5ZWVFFMXz8/NWq9V+3O/3r6ysuD25PZxoNOok2yGx1ufzbW1tSZK7Cw/7doHuyvPNZrNcLo9TkeuB2mzcqmq1enp6ahhG54ORSGRzc9NLdezuvigAAADMvlqtdv/+/c5YKwiCYRinp6cnJyedsVYQhFarlUqlMpnMZMc4ExYWFoYfoCjK7u6upmmTGc/t6dvbuTfPNxqNQCAwKLg6Vco+ny8YDN74COEZ1Wr18PCwK9YKglAulx88eDB+Q/LZR7IFAAC4RbZtn56eDl8q2evy8tKpT54rwWBwaWlp0LOiKG5vb3ujq9CYccKyLFEUB50TJwkvLS3NZ/k62kzTrFQq2Ww2l8tVq9XOd5dt22dnZ4OuP7quX11dTWqYt47SBQAAgFtUKpWazeZ1v8q27Xw+v7q6ehtDmmVveMMbdF13mid1kiRpfX3dMysDZVke586FLMuCICwuLjYajb7rcqPR6JB7AfA827YzmczV1VVnmpVleXV1NRaLCYJQq9WGv9MKhcLKysqtD3QiSLYAAAC3yFk4+hC6qpfnhCzLTz311PHx8cXFha7rtm37fL5QKLS8vOyZWCsIQjgcHifZOi2gRVF0NgHKZrPOOREEQVXVRCKRSCRufayYYRcXF9lstutBwzBOTk4sy4rH4yP7ZhuG4Zldo0i2AAAAt+ihl7F5af3btUiStLm56bQFdpLttEd08xYXF/P5fNePuKuDVCwWCwQC7b/G4/F4PG7bdrPZlGXZ7T208OhqtVpvrG07Pz+PRCJj9tb2xm8ZvxIAAAC36KH71tLwVpIkb3zg7qUoSm+H585Yq2naxsZG7xeKohgIBIi1EAZ02G6zLKtYLI5cly6KolP07gH8VgAAANyiUCj0cF/oVKLCqyKRyO7u7sLCQuctDFEUVVVdW1t77LHHiK8Yrm+H7a4DwuFw5xupt5VUOBz2TAeyeb8XCAAAcKvC4XAgELhuo2O/3z+fW9oWCoVSqeT0d1VVNRKJSJJkmma5XNZ13TTNQCAQCoW8seY2EAhsbm4KgmCappMuRFH0TMzAbRtZaeyUGS8uLrYbIHe9u0RRXF5evq3xTRzJFgAA4BY5e9UcHBx07Vvr8Pl8pmn2Pri9ve3VQtxBDMM4Ojrq6ors8/kWFhYKhULXWYrFYuvr6545RZ55IZgkv9/fu0ttJ6fMeHl5udlsFovFrmdFUdzY2PDSZsgkWwAAgNsVCAR2d3fT6XSxWHSmWURRDAaDKysriqKk0+lyuezkXp/PF41Gl5eXPbPybUymaR4eHvbObJum2bdHTrFYNAxjZ2eHkl3MrXA4PLwgud1be2trKxaL5XI5XddbrZaiKJqmLS0tdbYo8wCSLQAAwK2TZXljY2N9fd0wDMuyAoGAUxZoWVY4HPb7/c1m0+/3a5oWjUbnsB41k8lct2C7Vqvl8/nFxcVbGhIw4xYXF3O5XG/Rh8Mp5m//NRqNRqPRSQ1tOki2AAAAEyKKYmer0nq9fnJy0mw2249ks1lFUTY3NzVNm8YAp6ZQKDzcV5FsMbf8fv/W1tbx8XHvgltZlu/cuTNv98io3wAAAJgCXdcPDw87Y62j2WweHh42Go2pjGoqWq3W8OWCg1x3mhfwmHA4vLe3F4/H2+sXFEVZWlra29ubtxUNAnO2AAAAk9RsNiuViq7rpVJpUBmhZVlnZ2d3796d8Nhcx7Is27Y9PDGl63q9Xn/1VfGrXw0fHWlLS74nnjC///uboVD33i2YW4qiOFsfOx2253nlOckWAABgEmzbvri46NsPqVetVjMMY05mXXw+nyRJI7cw6SXLsldjrWmaqVQqlar9+3//xpdeWup8KpGwP/Wpyj/9p8xX4zvQYXt+Mz0AAMAkpVKpMWOtY34KkkVRdJq4XpdXO+JYlnV4eJjNVn7+59/aFWsFQcjlxJ/4ich/+2+e6moLPDrmbAEAwC0yDOP09DSbzRqG4Ww1EYvFvDrPNkS1Wr1ukyTbnqOK0+Xl5XK5fK2X7PP5lpa6U583ZDKZer3+hS9svvZa/+huWcLP/3zo+7+/qWl2vV6v1+uGYfj9/mAwOG+9x4A2ki0AALgthULh/Py8czVpLpdLp9NbW1vBYHCKA5u8fD4/6KlBK0U7uyh7nqqq29vbJycnfWuSe0+R0xXWq9Xazk2QP//z1SHHZDLSn/+59NRT+9VqtfNxVVU3NzdVVb3dIQKzh2pkAABwK8rl8unpaW+TJKf3b29PYG8b8nr7xlpZluctnEQikSeeeKJzB862zlOkqmoymdzb2wuFQhMc3eSYptlsNi1LPDwc8QK/9KVKV6wVBKHRaBweHtI1GnOIZAsAAG6ebdtnZ2eDnjVN8/LycpLjmbpBU5GDjl9bW7vN4cwoRVGefPJJv39gUWE0Gt3b21tZWRlyjNs5N4NaLdGyRhTt1+v9H2+1Wufn5zc+MGDGkWwBAMDNcxb+OX/um99KpdJcrSPtWzfbd7ZWFMXV1VWv9kYaKRAIPPnkk313LmnvbuJtTsNnRbHi8RF1DaurA3uMVSqVeSuLAEi2AADg5nV+qu6b32zbnqtP3mMmVVVVd3d3vdoYaUylUqnvFHez2ZyHqf52p+h3vnNYJ21RtL/3e3NDDpif3tqAg2QLAABu3jjzsXM1ZxuLxQKBYdu0OGej0WjUB9WYep0TXL/2ta8dHBz0Puucn1wuV6vVJj60SUsmk4IgPPfcsap2L1Nve+aZ87W1YW+Vh9gfGHA1ki0AALh5I/v6SpI0V71/JUna2dkZEm7bM9upVOrBgwftWu45kc1m9/f3U6lUJpPpe8ujfX5yuWETld6gadrGxsb6euPf/buvh0Kt3gPe857Gz/zM/vBvMle/X4DArj8AAOA2aJrm9/tbrT4fyh2hUKjvWkoPk2V5d3f3W9/6Vm+/6C61Wu3Bgwd7e3s+n28yY5uufD4/fsejOSmyjcfjqqpGo5m9vVd/7/dWvva1hcNDLZGwnnjC+sAH9B/+Yf3+faXrVHTujeT3++ettzZAsgUAADfPaYN0enra91lJklZWViY8pFkgSZIkSU6yHbSNrcMwjHQ6PQ8dkk3TvLi4GP/4+SmyDQaDW1tbW1vC932fJUkNQfiOHJtMJk9OTjof6Xw7JZPJebtzNFds265UKtVqVdd1SZJUVY1Go8PXO8wDki0AALgVCwsLTmjpKi71+XxbW1tzO6EUCAScSuMhsdZRLBZXV1dHHuZ2lUpl5CR2pzkssu2bUWOx2KCWWolEYnFx8fbHhelotVrHx8edC86LxWI6nV5aWprPO4ZtJFsAAHBbFhcXl5aWisViPp83DCMQCKiqmkgk5qTItq9IJFKpVMY5stVqGYbh+SB33RbZTt9gCIKQTCZDoVAmk3E22XIqkBcXFyORyLSHhtti2/bBwYGu672PX11dSZLktB+bTyRbAABwi4LB4OLiYjabnatOyJ1qtVqxWNR13TTNQCCgaZqqqmMuFp2Hk9Z+jcPLsx2SJCUSidsflGtomra9vS2Md/Zcp9VqFQoFXddbrZaiKMFgMBaLee9lXks2m+2NtW3pdHphYaHv7tnzgGQLAMANsyyr2WzOW+9f9LJt+/z8vLOXb71eLxQKgUAgEAgM+XjadnV1tb6+7u0Fk+1fk3ESSyKR8PbZeGjey3tOX7GuZdXpdHp7e3tu1zIIglAsFoc8a9t2qVSa21p0ki0AADemWq1eXl7W63VnGkqSpFgstrq6Os/Ft/Ps8vKy7xY1uq7Lsry2tta7CLlLoVAQBGFzc/O2hjgDIpGIKIpjzk7H4/HbHg9mQalUSqVSvY83m82Dg4O9vb25nZYceUdsnFtmXkWyBQDgZuTz+a6PYpZl5fP5SqXy2GOPMX87b5rNZjabHfSsYRjFYjESiZRKpeHfp1AoJBIJTdNueoAzwTCMfD4vy/I4q23p/jonnGKHQc+applOpzc2NiY5JBepVqvVajUUCjl/tW27XC6Xy+VGo2Hbtqqq4XDYq0XdlHMAAHADdF0/Ozvr+5RhGCcnJ/OwYBKdSqXS8B96rVYrlUrj1NYOrz90r1Kp9O1vfzudTo/ZRKpcLmcymdseFaauWq06/cMHKRaLc3tFHXmTVNf1g4ODs7Mz27ZN0zw6Ojo+Ps7n8/V6vdFoFAqF09PTg4ODazUkdwuSLQAANyCTyQz5pFWv18dshwvPGDOtjbM763W7B7tCrVY7OTm51ua0tm1fXFwMmQmHN4x8w1uW1Wq1JjOYWRONRsc5LJfLpdPpk5OTzv962v9J1Wq1o6Mj790dINkCAHADRgbXzr0HgWvx3gdQQRBGrjEe5PLycm5TzZwY543hyV+KcSwuLo65tiWTyXT9x9RZgezUjNzw4KaNZAsAwA0Y+VF7eHEdvOcGV4R6b5F2q9V66Hs9lmWVy+WbHQ9mysjfHVEU57aDlM/nu3PnzjiXl5Hh33vLHEi2AADcgJHdj2mPPG8ikchN7U8zZv2hizxifbUny7PRFgqF/P5hbW6dftoTG8+sCQQCe3t7a2trj/h9vPd7RG9kAABugKZpwyu72p0qPaxSqVQqlUajIYqiqqqRSMSrHX1HMgwjl8v5fL5rrSPtKxqNhsPhGxmVZ8xtJWpfzputXq87u0mpqhqPx4PB4LTH9fBEUVxZWem7648gCJIkraysTHhIM8I0zXw+X6vVms3mo98t9d7dAZItAAA3IJFIDEm2sixHIpFJjmfCTNM8PT3trBEtl8tXV1cLCwt7e3tTHNhUVCqVk5OTdutR27YHfYLsfCoYDNbr9a4DIpGIJzezVRRl/D1s+375zY7Hvcrl8unpafvNZhhGrVbL5XLLy8vLy8vTHdujiMfjrVYrnU53vUn8fv/W1tZ8bv5Uq9WOj4+7Vr4MubyM5L3TSLIFAOAGhMPhxcXFvl1bRVHc2try3t3xTl0dONsKhcLBwcFb3vKWyQ9pWnRdPz4+7pyq7f3Rtz+Mtp9SVfXu3bulUqlr0turN0T8fn8oFLpuw3DnvEmS5NXTcl2NRuP4+LjvDYJ0Ou33+xOJxORHdVOSyWQkEikUCrquG4ahKIqmaQsLC8MLlb3KMIyjo6PerXoe3ubGJAAAIABJREFU5X+WWCz2aIOaOfP4zgAA4Dasra0FAoF0Ot15T13TtPX1dVVVpziw2+bksUHPZrPZv/3bv200Gn6/36mT9HaJ8tXV1cgK5N4Po6urq6IoxmIx733WHGR1dfXBgwfOuRpz3sk5ZnFxcW67B3W5vLwcMu+dTqfj8bir76mpqrq6unrdr2q1WoVCoV6vO3nYuey4vdPB5eXljexA2/5di0aj3rtDRLIFAODGJBKJeDyu63qj0fD5fKqqzsNH8JENNp0qZcMw6vV6Pp9fXFx89N4nM+u6bXtFUVxfX5/DlbSqqu7s7JycnBiGMX76WlxcdHWR7Q2yLGv4pHer1apUKt5LL8OVSqVUKtUOgU4L7qurq83NTfeeCtu2r7tDz6C7Rc6DsVhsY2PjZgY3S0i2AADcJKeO1NuTtF10Xb/W8dls1u/3J5PJWxrPFLVarZHzKqFQSJKkZrMpy3IwGIzH43O7alTTtHv37hWLxXq97pwQwzBarZazRZbf73eW4zabTUmSgsFgLBbz9oT/tRiGMXKh8rxtNlar1U5OTnpPi2maJycnOzs7Ln3/mKY5shIkFAr5fD6/35/P54cXQUSj0a2trZse40wg2QIAgEm7urpKJBJurw/sNc42P+Fw2JOp/uFIkhSPx+PxuPNXRVGcLY6cgtKpDm3WjV+/PT/Oz88HpX3Lsi4uLu7evTvhIU1MJBJZWloSBKFQKAy/5eHhSiL2swUAAI/kIRpsWpZVrVZvYzDTJUmS86mx65Nl51/naj4ft8fv94+8k+K95rdDNJvN3u7inZzNciY2nhvkTMYOP6b9sx55hfHwu4I52/6i0ah773K1R+7cB53uYOAKzn+NCwsL0x4IXKB9hfH5fFxh4Gi1WiOX2vby6n9S6+vrR0dHXZ8i2n9VFGVzc3Ocqd35xBXmWpLJ5OXl5aBng8Hg+vq6ez/Qjqn9GSafz488OBAIuPTTTjKZPD8/H/Rs54VlbW3t/v37g470+XxbW1teXQFBsu3Psiz3XgichvjOnx99g3jMA1EURVHk3YJxcIVBr0QiEY1Gr9vgxKuXnbW1taurK6dvTa/d3V2B353BuMJcy/b2dj6f7zsPKYriY489Ztv2Q28a7BbtzzDjvGHGPGwGbW5uZrPZQXPOOzs7wt//yiwvL19eXg7qLra9ve33+91yEq67YoVk21+lUnHLj7yXLMvOngGWZT3ETXTMIU3TNE0rlUqe//8Pj669Cs40Ta4waNvY2DBNs11gPKh/SefjHv5Pant7+/T0tOuTpd/vX19f9/l8Xn3VN4IrzHU5b7ZGo9H5oM/n29jYkCRpHs5h+zNM53ZrgxiG4d5zsr29fXJy0tWxTxTFtbU1RVE6X9fm5mbvJUgUxdXV1VAo5KIz4KwcHh/JFgAAPCqfz7ezs1Mul8vlsvPBy7Ksrk/bQketqSzLoVBo0qOcFL/fv7OzU6vVarVao9GQZTkQCESjUYqQceNUVd3d3S2VSo1GQ9d1WZZVVY1Go95rzzacbdvOa++97LRpmubqKlznZ10ul2u1mq7rzg7hsVistyNU+xJUrVZ1XZckKRAIxGKxkYt13c7jLw8AAExGpVJxYq1lWYqiaJqWzWYHbTqytrbm+ZjnTCVNexTwPlEUY7GYU683b2zbPj8/LxQKzvzkkDwvSdLq6uoEh3YrJEka/2fdewmyLCuXyzkXatu2A4FAJBLxUpt6ki0AAHgklmWdnZ117tHSaDRKpZKiKL1TKD6fb3193ak4BYCH1mq1Dg4OOqtznYJkURS7Vlc55dlzfqfJMIyjo6POC7JTV5LP53d2dlw9m91GsgUAAI/k4uKi79ajzWZTluW9vT1nbZvP55vPOkk4bNu2LIufPm5K76JTh7OePxKJtFotWZaDwWA8Hp/zN55t28fHx31LtZvN5uHh4b1799zbPbeNZAsAAB6eruu5XG7Qs4ZhNBqNvb29bDY7Pz3qGo1GoVBoNBqGYciyrGlaPB7vXQs3J2zbzuVyzgmxbdvv94dCoaWlpWAwOO2hwcWq1eqQPbFt21YUZXt7e5JDmmXlcnnIZr/NZjOfzycSiUkO6TaQbAEAwMMbssWiY0ju9aRsNntxcdGO8bquVyqVbDa7sbExhzXYlmUdHh527oHk7H5cKpU2NjZcurMoZkG5XB70lDNnO2jbm/k05HS1D/BAsvV48wYAAHB72o1berWjnVP/ZllW754c3pvFLRaL5+fnva/LNM3T09MhcyZedXZ21ndrX9u2U6nUHJ6Qm9Jqtbz363MtQ/b4capqB7Wvm0+DNsIV/v467I3TxZwtAAC3y7btarVaq9Wazabf73d2X/BAZ2Dbti8vLwc9216yZdv2l7/8ZSff+v1+TdNEUaxWq6ZpOlMrgUBgdXU1HA5PaNy3xrbti4uLQc9alnV5ebmzszPBEU1Zs9nsuwDbYdv21dUV9aLXUq1WM5lMrVYzTVOSJEVR4vF4IpHwwArJ6xr5kj1wjb1BQ06X85Q33kIkWwAARjAMw9mYVBRFVVU1TRt/V0DDMI6Pj7vmpi4vLz3QH9hZR9r7uJNXO//abltiGEapVOo6uNFoHB4eLi8vLy8v3+qAb1u9Xh8+71GpVFqtlue3lGwbWQBJvei1ZDKZzlsnzpbR5+fn5XL5zp073kgm4wsGg/l8fsgBqqpObDCzLxgMDv9188bpmpdrKwDgIdi2XSwWa7Wa8f+xd+4xslz1na9H16Or3+/H9EzP69rXdmwwiQk2sEQkbKQEbHa1cZQQIkKkJRAgITJJtApeO4l2FxEJh2QjIv4AB4JCIBFhxSra8FhHIQFWsWMC9vX1vTPdM9PT0+9Xdb0f+8dRiqa6u6pnpqdn6tT5/HWn63Tf09VVp87v9f2pKkmSwWAwk8lc9qRWimmazWaz0+kYhmG9SBBELpdLpVKub9d1fW9vb9ra0TTt8PCwXC57OlA5z4pzDQ7MpNlsAuXkJczsknDI97NQVdU/lq1DvigA5Kj754ScB57n52UE8Dxfr9eLxeKKp3S5xGKxRqOh6/q8AYlEYpXzueLEYrF2u+2QwQ7H6UJLCQKBQCBmI4ri4eHh5Ga93+83Go3r1697Pba2OPV6fVoAyTCMer1uGIarnd9oNOaZf6ZpHh8fe7fRgiRJZ5aGAkFdW2gXw7B6ve5py3aRn3J/fx/8g2GYcDicSqUgtusWSQf1eS+WxWk2mw5He71eLpfz1ckkSTKfz9dqtZlHY7GYpxeTpcOybDqdbrVaM48mk0k4mv2iBHQEAoFAzAA0uJuOQRmG8eKLL3Y6nUuZ1YoRBMHBeGs2m84xOtM0bZm3NhRFmSmuc/Xp9/u3b98+cyrpvLIuVVUdIjBXH4ZhXMcY/4Yoiq1W69atWx69BhbBNb+RZVmPenZWjGEY1nUyM+xmmqYPU7sTicT6+rrNN0QQRDqdXltbu6xZXVlyuVwul7PdcTiOZzKZQqFwWbNaLtC6CREIBAJxHhyyvEzTvHXr1qte9aoVT2n1OMckTdMEcZJ5AzRNc83GlCQpFAqdcX6XhCiKtVrtgnRZNU3zbtyJZVmGYWRZXvwtmqZVq9Vr165NR25N09R13dMR3XA4TNO0gwNoZpcRw8BEEVvAS+AjJleSeb4AOLRtT0ssFsvlcoqitFotXddPq4PgNzKZTCKR4HlelmXTNFmWDYVCMLXaRj88AoFAIOwYhjEz2Gilj4qi6If4gKV7dOYBrnixb0ez2Vxk2gRBTBYnL4jXI3jFYrFSqZzqZ9V1vdPpTLpI+v1+t9uVJMkwDFDfnk6nvViSjeN4qVTa39+feULC4fBkaZ+mYZ/8ZPALX2Bfegkbj7GNjcArXhF8+9sPSqW+qqo0TQeDwVQqBYfOzWlBed0OEASRTCZN0/Ticrp6AoEAxH2kUTYyAoFAIOyoqjpzizBpdfihEaXrPsl5QCAQcLXTaJo+9bQuFcMwxuOx6zCGYdLp9Gk/HMdxr0cPQqHQdHqkK5aGsGmaBwcHR0dHgiAAv4Cu6zzPVyqVeQVyVxyO47a2tmx52jiOJ5PJjY0N6wYZj/H/+B9j/+W/hJ59lgTX18EB9r/+V+htb7vzf//vGBAB7vV6e3t7znK4sBIIBMCt4bDmBIPBFc4IgbiKoJgtAoFAIOws4vn2g3ecoijnzNJpAwaEu4GaNEVRLMs6uAAIgvBcKrKu666R2Hg8vra2ZhhGp9M5Vd1sOBz2eswWw7BoNBoKhQaDQbvdXkQtGZvINW02m/NqsxuNBsMwXhTF4Thud3dXFEVJknRdZxgmGAzaXBiPPRb+p3+a4dRQVeJ//I+7traEra0RjuOGYdRqNZqmPXfjnJ9kMtloNObdIBzH+TOaPQ/TNIEOuc+72oLzAIHTcEGQZYtAIBAIOzRNA+lahzEsy0Jv3EYiEeeka5uZMR6PDw8PXWtrLTKZjOcSCBfZJgaDQRzHSZJcW1s7PDxc8DohCKJUKp17glcCEGNc/EoA5ophGO1222FYs9n0omWLYRiO4xzHzRNfvX2b/Ku/mltWq2n4pz+98V//6wvWK41GY3t7e/mzvNqk0+nRaDRTb4wkSb+1/HGg3+93Oh1Zlg3DwHGcYZhUKgVHS5tTIUlSs9nkeR74IgmCiEQi+XwebhPX124MBAKBQMyEIAjnoj6apj26wz4ViUTCYRMQDAYjkYj1pyiK1Wp1pjEzM8ySSqW82ByYJEnXjZEVO4pGo+VyeZFQEkVROzs7nrPzZyJJ0q1bt7rd7uJlxuAUjcdjZy/AqaxlD/H1r9PO3o9vf/sHhKYEQfC0hvbZwHG8XC7H43HbegLyvVHAFlCr1Y6OjkRRBHefaZqSJNVqtcVdbHDA8/ze3t5wOLRWIcMwBoMB3GLsGIrZIhAIBGIm+Xx+PB7P25rv7OxAkDXqCkEQm5ublUplWnSUYZjJKkEMw05OTuadLtM0KYqiaVqW5UAgwLJsIpHwbjplPB53qPmkaRqE5sA+MhwO33vvvYZhnJycmKYJdIBM02y322D3CbwksVhsdV/gIjFNs1qtntbuAgGlRbRtNU2DT/e1XncJtAhCQBACHPd9q15RFB+WlZIkWSqVcrmcKIqyLIN6B2TTWnQ6nXll2IPBgGVZLzoTz4CmaYeHhzOfR7quHx4eXrt2DdYkbdgWRwQCgUAsBYZh1tfXa7WaLUaE4/jOzk4ul4MydjQNwzA7OzudTofneUmSQG5bNBpNpVKTOwNVVZ11lVRV3d7ehiMNLJPJjEajmbrQOI4XCoVGo8HzvKIooKtEMpnc2toC4qXWyHw+v8Ipr45er3fa5iuWONAie00o96Mc5xJMw3GTYfQffAV+z9o8KIqCYyVZLsBfNu8QjuPtdtu2bsNKr9dzcK6pqtrv92c23IIAZNkiEAgEYjaRSOTatWug+wgINgaDwWw26xO3t0UgEAAN7q2mR9Ms0sIUxFiWPbtLgCCIra2to6MjS9EXQNN0Op0+Pj6eNO1A89tut7uxsQHH13fmDN2wNE3b29vL5/OufX0sGxgy7rvPxU22szMmye9bvwRBMKjdLeIHkWV5nlMJrNu6rkuSNK/YGyZc5et5nkeWLQKBQCB8B0mSNjvWc11qloifw0Q2SJIsl8uSJAmCYKVYcxx3+/Zt2+YSuANAEbIfktjPlstgmma9Xt/a2gqFQg670ukaSzh4wxvU9XXj8HBuMO2nf7o++Wc0GoXyPCDOw4LJ/CuYyaVjfc153liIzwP8EXkEAoFAIC6aSYN/Mud28t/wOQVApnGhUMhkMpFIZDAYTDe5sfZVkiQNBoOVz3HVnCfXsdFoFIvFeWW0EFcJ0rT51FOjeffH/ff33vKWY+tPiqJgTWVHnA1RFP/1X/+1Wq26jvRDKjI28TXnOYDg0OqbiS9+YAQCgUAgLhSapi0dl8nNhPVvhmHgs2xtzGvEanGGTF3PcZ5cR0EQAoHA1tbW9IfEYrHNzU2I96P/7t+pn/vcoFz+geJAgjDf/Ob6f/tv37VSkYPB4NbWFnwaWogzw/P8Cy+80Ol0XKWPcRz3idqWa64+xCnZaGlAIBAIBGIJ5PP5SqXicHSFc7kcXDPcTiut5EUSiUSr1TpzfxFVVVmW3d7eliRJFEVN04CaNPRuEQzDXvc69Zvf7D37bHBvL9RuY3fcoV+/3o/HRUlKqaoKzoNrKTLCV+i6fnR0tKAUeSwW84NPxDRNq6/PzGxkgiDi8fjK57Ui4P+BEQgEAoFYAeFwuFQq1Wo1m1WD43ixWJzsfAsrrpl+fqiNBLmy9XrdfegsrHPoz24ugQD2utfpP/VTGIZhmmb2+yaGRf3QOhtxNnq93oIlowRBwJrMb2M4HFqKhjOX3EgkAqUQHQBZtggEAoFAnALDMGRZNgyDZVlbdmg8Huc4rtfriaKoKAqIMiWTSYqiJEmSJElVVYhbULIsa8UKZuKTBqSpVCoQCNTr9dPKtJAkCfGOE4FYOosXOBiGUalUoGm95oBNsn6a03bb9hbIskUgEAgEYiEURanX65P7BpZlc7ncZDyWpulcLmd7V6VSse3AwuHw2toaZHuseDze7XbnHcVxfDIFzjRNRVEURaEoiqZpyJRdYrFYNBoVRXE0GgFVLYZhWJZttVqiKM57VyKR8ENYG4FYFqcy0lRVPTw83N7evrj5XAVcHWrTOn8wgSxbBAKBQCDcEUWxUqnYNlKSJFWr1UKhkEqlZr5LVdVKpTK9k+B5fn9/f2trCybjluO4VCrV6XRmHs1ms0DXxDCMVqvV7Xatk4njeDKZzOVyMNm3OI5zHGdTaqEoan9/3zCM6fEQSx8jEBfEaTXVBEEYj8ehUOiC5nMVcF1FYVpmp4H5uyEQCAQCsRRM0zw8PJwXHzg5OZEkad6heQ5yRVFOTk6WNsWrQT6fz+VytsAjQRC7u7vZbBbDMMMwDg4OWq3W5Mk0TbPT6ezt7cGdJodhWDAY3NzcnFYujUQicEsfIxAXwaTnyBI4cNZvc+gXDQeupS5Q1sJYoJgtAoFAIBAuDIfDaQPVkp0Ehtna2pptgKZpzo1whsOhrusw2TM4jmcymWQyOR6PJUnCcZym6Ww2G4lEQCy30+nMK42TJAk0dF3tlFcNx3G7u7uCIEiSZEkfw73XRJwKVVVlWSYIgmXZBcNrpmmqqipJEkEQDMPAlAniTDwet6TILYeac0r/aavfrzKmaWqaFggEJr9yPB5vt9vTiSHWAyuZTK50lqsFWbYIBAKBQLgwUxhpcjMxMw4gy7Jz9MA0TUmS4EuNI0kyGv2+pK1lupum2W63sTm9KDAM6/V6uVwOJlN/JjiOh0Ih+H53xDnp9/uNRmOyOVY0Gi0UCs6Waq/Xazabk+/iOK5YLPrBXULT9Nra2tHREfhz3sIyCRzLy2Aw6HQ6oiiapgncGalUCggZAGfidEIQODOpVAriZrYYykZGIBAIBMIVVzf/zDTameWUZxgDDbIsgxM1b/dpmqaDwBICATGNRuPo6MjW83k4HN6+fXtesQOGYc1ms1ar2d4lCMLt27edhcqhIR6PFwoF8O9FBNggsOtqtdrh4aEgCMBzahiGKIpHR0dHR0fglXQ6XSwWbTY8juO5XA76zuooZotAIBAIhAuBgMvjcmYcYJGcQP/kDWKLmfEw5QoilggQ0waNOhmGoWkaJh3p8XjcarVmHtI07fDwcHd3d/r7CoLQbDZnvss0zaOjo2vXrsF0lmaiKEqj0VhwMMMw4XD4Qudz0XQ6nV6vN/NQv99nWTadTmMYlkwmY7HYeDwGqUMsy4ZCITji1c4gyxaBQCAQCBc4jpsn+WsNAH1uQRsbUCDHMEwgELBMNZApN5kvR1HUtJgQxCyyr3J1IiB8yHA4tImxMQxTKBS8bqVYOC8vsiyPx+PpL+v8LkVRhsNhLBZbwvyuMJ1OZ8HMF4IgSqWSp019q6BjHu12O5VKge8IqkJWNbWrAnp+IBAIBALhQjQapSjKlvJnAezVF1980aqqJQgiHo/ncrlMJlOv161h2A/my2UyGU9vs04LTdPA1J9XDkcQRDAYXP3EEFeZbrd7fHxse1GW5UqlUiqVJpskexfXzOGZlq1r6r4gCNBbtkDjwLXCNhQKFQoFr9ceK4oy7zEE0DRNFEUIMq7PDKqzRSAQCATCBRzH19fX5+mUUhQ1GAwmxaIMw+h2u3t7e/F4fF6r21QqBbdG5TQ4joOzAXwB0wMSiYQf8uUQi6MoiuUbmub4+Nh5o+8JgMKt85iZlfyu7/JDbr9z6T6GYcFg8M4779za2vK6WYth2LwecpP44Ud3AFm2CAQCgUC4w3Hczs6OLWzCMEw0Gp2325Bl+eTkpFAobGxsWDVOJEmGQqGNjQ1L9cRXpNPpSCSCzdmJqqoKgaGCWCK9Xs9BYNwwjH6/v8r5XAQ4jp+tkt/1XX7I7Xf1hbEsC42cwSKOvwU7RcEK/Fc8AoFAIBBLgWGYzc1NwzAkSTIMAxTTvvTSSw5vGQwG+XzeaoEDWffaM4Dj+MbGRqvVsrpQTjIcDkVR3Nraomn6UqaHuGq4punCoQDMcZxz7+uZPaJCoZBzEM8PnaU4jnPQjsagEEO2YFl2XsILAMdxCELT58HXZj0CgUAgEKeFIAiO48LhcCAQsNrYzAP0Y7D+9LlZC8BxnCCIeZszVVWniyoRvsX5/lpkgCcAerbzAMK2069bWkHz3gXyI+AmmUw6nIRAIACTihJQcHAYEIvF/BCodwBZtggEAoFAnJFFdtVw7LyXS7fbdTjK8/wi5WQIP+CThFuO43K53MxDJEmur6/PNN5Ylp1X1ECSpNd1gBeEZdn19fWZh4AYMmT+xHw+Py+lhaIo6NvVugLDcoBAIBAIxKWwyK4ajp33ElFV1dVwFQQBJSQjMAwLhUI8zzsPWNlkLpRMJsMwTKPRAD17MQzDcTwSiRQKBYcy0WQySdN0s9m0srJxHI9Go/l8HpriUlfy+XwkEnn55ZcnFxaO4wqFAnxa6yRJbm9vHx8f29LXI5FIsVhEjxu/f38EAoFAzENVVUmSdF2naRrUlF72jK4cDMOQJOkQlUVtbKZBgW7E4iSTyXa7Pe96CAQCiURixVO6OEBBvqZpsiyTJMkwzCJB13A4HA6HQT9tgiBomvZDqNYG6KCmKIokSaCXOMSGfSAQ2NjYUBRFFEVVVcEDGrkCAciyRSAQCIQdRVFqtRroEwggCCKdTmcymUuc1RUEx/F0Ot1oNGyvW80VDcNotVrZbNaHe815LLLjRJEHBADk4lar1enCbIIgNjY24PO4BQKBM1z/yImG4zhN0/4x8Hz1ZRcHPTkQCAQC8QNIklSpVGw98QzDaDabsixvb287v90wjPF4LEmSaZosy3IcB7eVkk6nRVG0JYZN2rGtVsswDH/2+JkJSZIsyzrLmUKTYoo4P+FweGdnp9lsjkYjYN+CNF2HgkMEAuFPYN5tIBAIBOIM1Gq1ea3eB4NBp9OJxWLTh0zT7Pf7nU7HZrGAqCbEQUscx9fX1+v1uoMqUqfTicfjPo+oAGRZlmXZuVFHPB6H2xuCWBDTNMEFg+N4Pp9fX19XFAXHcYqiYF1PToskSZIkaZpG03QwGIQ4Bfe0SJIky7KmaQzDBINByHSkEPNATw4EAoFAfB9BECa71ExzdHSk63q5XJ5MAtR1vVqtzmwsaZpmq9XSNG1tbW35010hqqoKgmDVv3EcZ50BHMcNw3B+e7/f97llK4ri0dHRtEFrZW4DaJpG8W0EhmEnJye25JFgMFgsFn1+H1lIklSr1SaXaxzH4/F4oVCAL0P7VEyfGYIgUqkUxA5WhAWybBEIBALxfZzNWgzDDMOo1WqtVuuHfuiHwCumac4zay16vV4sFguHw0ub6AoxTbNer/d6vclKP4qi1tbWrG9kyZnOw3UA3PT7/du3b8/sYWvba6qqyvP8zLwAhH/Y29s7ODiwvSiK4t7eXrlc9uhKskQkSdrf37cJa5mm2ev1ZFne2tryrQknCEKlUrG5GoHegaIoPumE5Gd87dRBIBAIhI0FNWkVRXnhhReAoTIajZzNWkC/3z/v5C4DYLd3u12bVaaqarVatcprZ9pskyiK4lu9X8Mwbty44XqKAMCPANO50nV9PB73+32e5+fl+SMmGQwG02YtwDTNWq3mmiIBPbVabd49IghCu91e8XyuCM6Xx2Aw8OhjCLE4KGaLQCAQi6LrOs/zk9pI8OmXLF7fKElSv99PJBI28aR5uEaDryaDwWBeO03TNI+Pj8PhMOi04SyJpCjK7du3y+UywzAXM9OrS7/fdz45NjRNGw6HEHRzMQyj0WjY3CKxWKxQKKBCYgdqtZrDUVVVh8NhPB5f2XyuGq41I71ez5869jzPO2fH9Ho9CBYWhANoYUUgEIiFaLfbjUZjcoeK43gqlcrlcjBlN51Kk7bX6wUCgQXzbBcM2V01HHShMAzTNG00GsVisUgk4mrhK4pSqVR2d3f9pmUyzzXggCiKXt+AmqZZqVSm0xkGg4EoiltbW0jsZx6ut5IgCH62bF29hIqiaJrmQ++JqwdNFEVbYT8CMnx30SMQCMQZaLVaM3uWttttTdNKpdKlzOoiYBgmGo0uGIYVBKFarS74yR7dZrlulSRJisVi8Xh8Whd6GlVVu92u38IpZ8gdhSDdtNVqzcvSVxTl1q1mp7P58stkMmneead2/To82dfnxzVnG6Zk9TOwyN3hUU/iOXG9MEzTNAzDb75FX+HJfQYCgUCsEkVRms3mvKP9fj8ej8OkaFIsFkGnjeV+bCQSWe4HrgCwDXIeo6oqhmE4jm9sbBwcHLgat8Ph0G+W7RmcGh71g1iYpmmL9luRIl3Hn3568/OfL0nS97fX992nffSj/H33oSpcDMMwiqKcjVuvXx7nxDXaj+O4P0+R67cmCAKZtXCDFKQQCATChX6/7+z/hkyUIhAI7OzxYy5+AAAgAElEQVTsZDKZU7WOcD5FgUAgmUyee2qrBnTOdB7T7/f39vYkSaJpemdnx7UliaIoy5ugN4hGo6d9i9ddRaqq2mwzYNaaJvb7v3/Xpz9dnjRrMQz7zncCb35z7P/9P5SfjGEY5pqI7vXL45yEQiHnfFqO4/yZcOt6Yfj8yvEDyLJFIBAIFxyicMCc86g2kgMEQeRyue3t7cXf4rCRIkmyXC571FO+yE5IEIT9/X1JknAcZ1l25hjL8oe11aRpmoIgdLvdVqs1HA4n7bpoNHqqLj4cx3l9AzovK/JrX8v93/+bnXlIFPH3vjesqhc5LY9QKpUcbhOWZb1+eZwTiqKcjX+/ZYVYsCxrJQfNdLam0+nVzuiqIMvyYDBot9vD4VCFepXxY64CAoFAnAqHfNR/i8PAWdHEsmw2m3XIxHaFJMlYLJbNZr2bGpfJZFyD9hiG6bp+dHS0s7MzT/rYsvyh1Ebmeb5Wq01umIC+WjabBSbK3Xff/c///M+LxKtpml5fX7/Aua4EcMFPa9X8zd8UHd61t0f+/d/TP/7jvovq2+A47s4775zZKSoQCKyvr/szIDlJPp+XZXk8Hs885GfLf21trVKpAD+j7VChUOA47lJmdYkoilKr1WyXSiKRyOfzHnU3O+PVrQYCgUCsDNd8VPh6/1gAo7TZbC7YhzOVShmGYZomTdPRaHReANNDAEPr6OjIteBWkiRRFKPRqE1D24bXJX+n4Xm+Wq3avjLQV1MUZWNjA8MwhmF2d3cbjcZgMADXEo7jwWCQIAhJksArNE3HYrHTpsFfTSiKomnaZsmbJnbjhku1+bPPBpBli2FYLpejafr27duCIIBbjyTJaDSay+W86yZbIgRBbG5udrvdXq8ny7JpmiRJchyXTqdPpW8PH4FAYHt7u9Vq9ft94GsjCILjuGw260+zdm9vb/rx3ev1JEna2tqCYLG1gVYHBAKBcCESifR6PecBK5vM6kkmk/F4XBTFwWDg3AIHw7BUKgWfnR+NRnd2dsBWyXmkIAjpdDqbzU4raQPC4fCp8nKvPoZh1Gq1eZb8cDjs9/tgQ0mSZKFQKBQKuq7ruk5RlBVU0XUdx3HI9liZTMbWl1VRCFV1+Y7Dod+jkRaRSGRzc9M0TUVRcByHb2E5JyAtIpVKmaap6zoy+C1ANU0ulzMMA5wZ3wb5j4+P53mlRVFstVq5XG7FU7pooHqKIBAIxEUQiUQcfL00TcMXhbNBEEQoFMrn8862B4hTrWxWq4RhmHw+7zoMBJcymUw+n5/eS8XjcRDAhInRaORctTXtFSJJkqbpyfNDkiRkZi2GYYlEIpFIWDa/aZoMY4RCLrkPuZzn2x0tFxzHGYaBdWFZCr5VQnaFIIhJD5rfUBTFuZd4t9uFr5YK3QkIBALhAmjoAkp3bIcoitrY2IBvUz4TgiBSqVSr1Zo3IJudLY0DByRJ4jjuKgEN/pFOp+Px+Gg0kiTJMAyWZUOhEAS52dO4djmCT19tcdbW1sbjMchJBtvrH/mR3jPPOKn7vOENMIu7IBCIleG69uq6rqoqZG4jZNkiEAiEO6ARTqfTGQ6HoKgJ6HOmUikoNRjmkc1mVVWdmZSbTCbhjl3jOB4KhZxd4JPCLYFAAO4TAnAtPwZ116uZzBWkWCxWKhXrz5//+YO///u0ac4OIv3ETyj33ota2iIQczEMYzweW09hjuN89QgGmKYpiiLwKtI0zXHcTPe66+KMzVdx9y7IskUgEIiFwHE8nU77tmcAAMfxra2t8Xhcq9UEQQDSryzLptNpyMpHZ5LJZKYtW0v/NhaLQeb8XgTXNEgQ617NZK4g4XA4l8tZddd33DH6wAdefuqpa4ZhPyd33aX/8R87+U0QCJ/T6/UajcZk4ShBENlsFr4qDwcGg0G9Xp88CSRJ5nK56Y7xi+Souwpkeg5k2SIQCATiFOA4XiwWi8WioijtdttXVUyg2Pjk5GTyRfD1g8FgsejU0AVWwuHwPLksgK7rJycnp+qNDBmZTIbjuFarJYqirusPP1y/fl37sz/bfPbZoCDgGIatr+s/8zPyr/+6GAz6N7iNQDjT6XTq9brtRcMwwIJ8/fr1y5jUqul2u8fHx7YXdV0/Pj5WVdUmB+UazWYYBr4Kbdi+DwKBQCBWA0EQPgxRptPpYDDYarWsZiRAQiydTvvHwp8kGAxGIpHRaOQw5vDwcFJ/y0ql0zQNpNJBfyGFQiHQi0XXdYIg7rkH/w//QTBN4eiIiMfNSAQZtIgfwDRNnuclSZJlmWEYUPzizxUGoKqqzaU4ycnJiR8ci6qqTtv2Fq1WKxqNBoNB6xWHMwaATxgZu+KW7Xvf+96DgwPnMR/60IceeOABDMOef/75D33oQ/OG/dEf/VG5XF7y/BAIBALhP4CVYpqmqqqBQMAn+mEOxONxnucnRYBtW3DTNI+Pj0HVsSiKtVrNpjsVi8UKhQJ80YNpJqMoOI6tryMlZIQdURQPDw9tzZBZll1fX2cY5rJmdbn0ej3ncv2Tk5NUKrWy+VwK/X7f+ST0ej3LspUkSRAEh8EEQUSj0WXO72oAz/PYwY2BQCAQCMRyAQ02kVnL8/zR0dHkfmtmZGk4HGIYJori/v7+tJzyYDCoVquL6J0gEHAjSVKlUrGZteD1vb296dd9gqsGu3PaCBy4ah1PDnAdbBjGvFa3nuZK+0c/8IEPyLI889CLL7749NNPr6+v33fffeAVYNk+9NBDDz/88PR4KAPuCAQCgUBcIoZh1Gq1RaSPwRaqVqvNM19FUWy1WuhhDT2GYYAkW8MwGIaZJ+vqW05OTubJ1YKSdaCWZBgGEOpXVZVhmGAwOCnMDh+ubi/4NH6nOdVJWFAYGb5MmSv9fXZ2dma+LoriRz/6UYqiPvjBD1qJGcCyvfvuu+++++7VTRGBQMDCdAolAoFwRhAEVV2o/ypN01abinn0+31k2cLNYDA4OTmZvGZIksxms9DnkS6IqqrOfcVGo5GmaYIgHB8f2wJuHMetr6/DJ3ULcDXA/JCn7frjTg7wpzAydsUt23l84hOfaDQa73rXuzY3N60XgWXrhwpyBAKxRCRJarfbYINOkmQwGEwkEg7FJ6qqAjc5y7IMw6BoA8LPuCa8WSQSCdfBqqpqmgZfDAEB6Pf7R0dHthd1XQctTJBTA8OweYmKFqZpAu/AdKKEIAh7e3s7OztQ3kHhcHhmH3WL6Z438BEKhXq9nsOAybg9kBxzSKiBNV3Ce1f/t771ra985SuvetWrfuqnfsp60TRNYNmura1d3tQQCITH6Pf7x8fHVtKOpmmj0Wg0GsVisVKpZAvhyrJ8fHw8Ho+tV0iSBB1uUbAX4U8WrIwlSbJYLO7t7S3rAxGeQ1XV6W4lFq1WKxKJcBy3yildQRa5/lut1jxzRVXVVqtVKBSWPa/LJxaLtdvteUkfFEUVCoXBYLDiWa2YWCzWarXmuT9Ikpw078GfnU5n3qdlMpnlT/EK4DHLVlXVT3ziEziO//Iv//LkVrLT6SiKQpLkYDD45Cc/eevWLZ7nNzY2rl279uijjwI9xpl84xvfmOlFfuUrX+ndxAbLXYfjuHe/BWKVALlO6Btv2OB5fl6J4GAw4DhuMgdEFMW9vT1bJY+u641GQxTFbDbLMAzDMH4wca0VhiAItML4nMkOE/MgCOLOO++kKIplWeeROI6HQiEowwiIfr/vbLYNh0OwW/PzCgNaQznjrPozGAzK5TKUT6Ld3d2bN29Oa2gFAoHr168HAgE/7GF2d3dffvnl6ZNAkuTu7q7NN7SxsaGqKlDvs1EqldLp9AVO9PLwmGX75S9/udlsvulNb1pfX598HQRsdV3/zd/8TevFmzdv3rx58+tf//r73ve+1772tTM/8MMf/vBMJ+KXv/zlSCSy1LlfAgRBQPAtECvDb1fL3t6eQ6JOo9Gw0rpM07x58+a0QAUozR0Oh+DJEQgE1tbWyuUyxFtzXdclSVJVlaIoX60whmG0Wq3RaCSKIsMw4XA4m81CmfV3KiiKcm7OxzDMK17xCrDfKhaLlUrF4aaLxWKxWGz5s0RcAQ4PD+cdAgupKIq29cRXKwwgEonMFA+3YBjGOWNZ0zTgZr2A2V0ykUgkHo8fHBy0221RFE3TDAaDyWSyXC4Dm9YPVws4CdVq1YpgMwwDTsJM1+H9999fr9fr9fp4PDYMIxAIRKPRjY2NeDy+8rmvCC89lcfj8ec//3mapn/u537Odshq+XPt2rW3ve1tu7u7iqK8+OKLn/rUp1qt1lNPPbWzszPZJh6BQPgcXdedi3YMw+j1eiBdZzgczuwoYPOLa5pWrVaHw+G9994Ln3F7cnJyeHhoJWMzDFMsFjc2NqAMDtgYjUbf+973bNvN/f3969ev+1z5hmXZQqEwr+seQRD33XefFUagKKpUKjlYOJPaGQjIcIg0gjXED9q2i7C1tfXiiy/OO5pMJl2bXC6iVe5RAoHA9vb29vY2iP/bnrOaprVaLZ7nZVkOBoORSCSdTsP3LKYoand3d3d3V9d10zSdHaw4jheLxWKxCBqwUxTV7Xb7/f7JyQnLspFIJJlMQvYQ95Jl+1d/9Vej0eiRRx6ZDqBHIpE3vvGN8Xj853/+561shNe//vWveMUr3v3ud49Go6effvq3fuu3pj/zla98ZalUmn6dIIgF9R6vIDiOW4EmKHtVIZYOQRAkSXr3mj8DkiS5Pv7H4zHwazprNtjo9Xr7+/ugMQM03L59++TkZPIVWZb39/e73e5dd90FstlhRZKk559/fnotVVX1u9/97j333OPzMOPm5qYoitN+IoIgrl27RtO0qqrWClMqlcbjcbfbtQ3GcXxraysUCvlqFfIVrgkOFEWBX9/ne5hkMrmxsTGdCoHj+ObmJsuyzpYtQRA4jvvkPrK8IQRB9Pv9Gzdu2L44y7LXr19fJMfbuyz+W4/H45s3b9pqMIPB4B133HGVW0adVsDZSTXrSqEoyjve8Q6e5//kT/5kpi06j89//vOf/vSnU6nUJz/5ycXf1e12vatjQVEU2Gnpun6qHTnCt3Acx3Fcp9PxyoJwflRVfemll5zHFItFoMfQaDRardYiHwvS6kiSvH79OjR+0JmKplaTpFQqBaVgicXBwcHMOiUAy7K7u7urnM8VxDTNfr/f6/VkWdZ1nabpUCiUTqetlEjbCtPv97vdLhgcCAQ4jkun00g9CG4Gg4FDuB7DsGw2m81mMQyjaRqo02ua5pxZAzGCIPR6PSDaT9M0y7LpdJplWcMwbty44bBBBbmmq5zqVUDTtJs3b848LSDM64cSXGdkWZ7WCgGQJLm9vX1lM9hPWw/smZjtP/zDP/A8f/369VOZtRiGbW9vYxjW6XR4nr/KPgkEArFKAoFAIBBwDghYVSuLl1NaaXWyLLvq5XiFmVa9Zbd3u91sNgtr2FbX9ZmJ6BaSJEmSZPutDcMAFU0XPLurAo7jiUQCyP8s0hc6Ho+DbAjDMODLFUTMJBqNsiw7r4IUx3FFUTqdTiwWQ0YI9m/OoOnXCYLIZDKNRmPmu3AcB94Bv1GtVudZ+5qmnZyc+NDat1Gv1+cl/IPOW9AUg3jmufu3f/u3GIa96U1vOu0bwd4CtKlc/rQQCFiQZRm0gGcYhmVZaOKN8wB7cYdILMuy1qJxhlwmaGrGQP9ehwGmaY7HY4cOwJ5GVVXXRAbLi2EYRqfTGQwGsiybpkmSJMdxmUzGV9HIUy0dyKz1DziOr6+vVyqVmcmTIOwPyv/W19dhXU+WQiaTUVV1OqWfIIhSqQSNR3VxJEly7pU9Go187kTTNI3neYcBPM9D00vcG9+hUqncuHGDoqjXve5100d1XX/ve987Ho/f9773PfDAA7aj1WoVw7CNjQ1YQwoIxDmRZblarU4GpnzSpjWdTo9Go5kxBCC6YH19ILTgHLuzAc2Cs0idG8S1cIvk54Mxuq5Xq1VBEKzXQbyX5/lCoTDZZhCB8CcMw+zu7jabzeFwOK840DTNg4ODUCiUy+VWPD0PUSwWY7FYr9eTJEnTNJqmOY5LJpP+DHc7+14xDDNNU1EUH9r8Fq6nCMMwSZLgyGz1hmX7T//0TxiG3XnnnTPjriRJ3nXXXV/5ylc+97nP3X///ZMuB1EUv/jFL2IY9iM/8iMrmy0C4SEkSdrf35/ZplWW5dMm/3sLkiQ3NzdrtZrNZKVpulQq2eJsa2tr+/v7izweMAwLBAJXtmTltCxiosPh6J3JIjtFMOb4+HjSrLUwTfP4+JhlWV9FbicxDKPf77dareFwSFHUvDRLaBBFEaizgpby0WjUn/bGTEiSLBQKhUKhVqs56IDcvn0b6NIj5hEKheAWRnJA0zTglTYMg6bpxf2PvsVXp8gb25HnnnsOw7B77rln3oA3v/nNzzzzzM2bN5988sm3v/3t5XJZkqSbN29+6lOfarfbhULh0UcfXeF8EQhvYJrm0dHRvLzZfr8fDochbnqGYVggEADLhSAIsixTFAValU4HqwOBwM7OTrPZ7PV6887YpKgSNOFuiqJAQbJD/STEtR4kSYZCIavX0cwBuq4LgjAYDBw+p9VqlcvlC5jgVUcQhKOjI0VRJl/kOK5UKsFn7xmGUavVbFfCyclJJpPJZrPQrAlLwTkFRlGUXq/nc9VxxEw6nc7JyclpzbDT6utCxiJfH5pT5AHLlud5IGF61113zRuzvb3967/+63/wB3/w/PPPP//885OHNjY2HnvsMWjiJwjEEhEEwaEjPIZh3W4XbssWwLLsInlKBEHk8/l8Pq9pmqqqx8fHttoesHMFPfQuaq4rBFTmSJIELNt5+/JoNArNE3EmuVyuUqnMkycBSciuH8Lz/CLSSpAhCML+/v70HhS8vru7C03SPuDw8HCmwdZqtUzTzOfzq5/S1UTTNNcShvF4jCxbhI1ut+vazneaUCgEcWLRIjAMQ9O0zcM4CdDfXuWULg4P/NLPP/882BBcv37dYdjrX//6nZ2dL3zhCzdv3mw2mxzHbW5u3nfffQ8//LDPL2gEYh4zkycnEUXRh9txV4Cu8traWrPZ5Hnesnlgqk/u9Xr1et21+RlN03C3/MEwjOO4tbW1Wq12nlZwpmkahgF6ukqSpCgKRVHBYBBup8Dx8fG80Iqqqo1Go1gsrnhKF8dgMJhp1oIltN1ux+NxaPaOCMTq0XXd1lZ9EQiCQDXbGIbl8/npJsmTR1c5mQvFAybfa1/72i996UuLjCwWi+9///svej4IBDS47tSt7fhq5uMVVFWt1WpAadCy/CORyNraGhx+tH6/X6vVXIcBM376KwOZ0+FwKEmSaZosy4ZCoVQq5V1pylgsxnFct9sVRVFRlEUEk6cxDOP4+NiWqhqNRovFIhyXjQ3QD8lhwGAwyOfz3r0qbMxremz5uQaDAbJsASRJgjR+hzHoXCFsDIfD07oXgV403IX9CxKNRvP5fKPRsD28cBzP5XIwqZFD+DRFIBAL4rqfxnEcmbU2FEXZ39+3hD2tbetoNKpUKltbW14/Y4ZhOKd7xePxcrkcCoUIguj3+7ajmqYdHBxMpgPwPM/zfK/XK5fL3i0MoSgKOP7b7fYZ4gYMw+zv708ngwH7f2dnx+uXzTTOZi2GYbquA1nX1cznonH9vgvqz/kBHMej0eikgpQtOYgkSSQnjrDheosRBJFIJEBSDMMwwWAwmUzCnRdzKtLpdDgc7nQ6oiiqqkpRFMuy6XQaMi8SsmwRCP8yU1lxcofhW+lFB+r1+rx+FZIkNZtNr2fnjkYj51iKJEmJRAKb0+zn6OhoZpa7oiiVSuXatWtej9G55vDPRFGUeWFeRVHq9Tp8OuSLhLXPk+B91XD9vtBIjy6FbDY7HA6tpcZWwbG5uQnK+y9jagivAqrZIagGujhYll1bW7vsWVws3t5hIBCI88Cy7HT7ssmnAuq7YENVVWdJz36/7/X9q2tkCfRamHkItG+d90ZVVR36fHgFm9m/4M/tPGwwGDh7E7yIr9Q4sQUaRMH0Zc8PRVHlcnlm3lAul1tfX1/9lBBXHNc7iKIoZNYikGWLQPiaUqk0L0E0l8uhmK0NmxjyNLquez3n8DyN7xzMWsC8WkQPYUsbXspGyjRN10Q7zxEKhZxTrDmOgykHOxKJTP45fY8gpV8bHMft7u6CGj+GYTiOS6VSOzs70MeUEGfDdotNA1OxKOLMoGxkBMLXBAKB7e3tXq/X6XRAki2O48FgMJvNTodzEYskT3o9wdLVLx4IBOYZJA5NBQDzErk9RCgUugj73OuXzTQ4jmcymXk1yUC2ZMVTulCSyWS327UcWzaXRyQSQY7CaQKBAMoMcoXneVCQbxgGyLSKRqNeL+s4AwzDJBKJeYk/FEWhawmBIcsWgUCQJLmxsXH9+vVGowEEXVA+zzwW0bD1es5hJBLBcdwhcuvQ4tj1yoHg0orH461Wa+kVgFDKI6fTaVVVO52O7XWCIAqFAmSWHo7jm5ub1Wp1OvweDofhq6NGrADDMGq12qSguiRJ/X6fZdmNjQ1o1NcWp1gsGoZhU5jHMIym6XvvvddBzgDhHyB8lMKNYRiCIMiybJomwzBAnvSyJ4WABIdYnH/QNK3X64G7LBAIMAwTj8etLTi442zhtUnNLZqmvW7ZUhSVSqXa7fbMoyRJOjS+Y1nWOZ4JwVaMJMm1tbVqtbrcz4RMndKiUCiEw+HRaCSKoiRJNE2DpFMovy9FUTs7O91udzweS5JEEATDMNFoNBqNQuDTQaye6T5hAEmSqtXq7u6u364rHMfX19djsdhgMJBlWdd1sBNeW1uLRCLTTjSED0GWrZfodruNRmNSaIQkyVwuh8TxEadFVdXxeCzLMth7QbnLPAOCIBwcHFjhOEVRBEHo9XrJZLJQKOA4juN4Op1uNpuT75rcW2Sz2ZXO+GLI5XKapk139AkEAuvr6w7WaTgctp0cG3A41CORyNbWVrVaXVYKcSaTgWOHahhGv98HXX8DgQDLsvV65m/+Jv/SSxv9Prm5Kb/61eqjj8osC8NlMBMcx1OpVCqVuuyJQIgoiv1+X5IkkFvEcVwymYTYGwvCs/OOyrLc7Xb9eaUBb9HkK1DmvCDOBroUPEOr1Wo0GrYXdV0/Pj7WdR1VFyAWxDCMRqPR7XYnbYxarXbt2jWvBxvPiaqqk2btJN1uF3iRMAzLZDKSJM2MTKbTaYdMXQ+B43ipVIrFYv1+X5ZlTdMsfRfnDcQiuspLnemlEQqFrl27dnh4aGsCxDBMJBKxIt5WPN/WrnOSeDwOx/ZUEITDw8PJUuqPfjT553+etsz/b32L+dznmD/+4+DTTw/vugs2LWjEhdJoNFqtlvWnLMuj0ajdbm9sbECW1m4xM1prGwDH0oFALBFk2XoDWZYdIiHNZjMSiaCwG2IRbEU7AF3Xb9y4sba2BvqU+pN2u+1QPNnpdEDPdxzHNzY2+v1+p9ORJMk0TYIgQLtzyIQZI5GIqxalDVeBKE3TDMOAo4aCoqjt7W1BECZDlOFw2DCMXq8Hkmssa3barMVxnGXZZDIJx02nKEq1Wp1MKfqLv9j49KfL0yP398n/9J9izzzTT6dhE81CXBCdTmfSrLXQdb1are7s7MxT+Pc0rsupq2IfAuFDkGXrDXq9nkMWn2ma/X7fofgNgQCMRiMHN3C9Xg+Hw76N3Do7yA3D4HneMkLi8Xg8HjdNU9O0QCAARyop4gxwHMdx3OQrJEkWi8XDw8OZ4zOZTDabhe+ysVXKDAbUpz41w6wFNJvEU08Ff//3xyuZGsLbGIZh8+xPZkCAo6j/LQKBACDL1hu4pvC5ttlEIDAMmyeXDzAMYzgc+jO7CdiozmOmHeQ4jkPvCDBNs9PpDIdDWZZBz4lYLBYMBmd+cdfICUVRcARsnYnFYiRJHh8fT14zk7IIkF02YOmYfOWb30zJslMB5Je+xCDLFrEIPM9POk2wqQyI0WjkkO3vXVyXUygj1QjEOUGWrTdw1SmBrxci4iJALhLEqdA0rVKpTF42oiiKotjpdO69915brBLDsHA4TJKkbRs6SSwWu6i5XjHC4fC1a9dkWQYp6wzDBINB+DbfAFVVbVlFtVrQ+S31OiEIOMdBKyWFWBauObeGYaiqCoHuuo1oNNpsNs/WgA2B8C3IsvUGrrJvkEUAToWu66DLgizLJEkyDBOLxSCreDwzQD4R1AFSFOUalvStiwTHcZqmQTe8eeaHDx3kh4eHNm8IOD+qqj777LPJZDKVSk2eFpIks9lsvV6f+Wk0TafT6Yud8VUCVNL6UwFhERMeUjMfsWQW8QdB6TNiGMahARvHcciyRSCmQZatNwiHw85dIsPh8Momc6UAXd0soQVVVSVJGgwG0Wh0fX0dyqfd4vT7/VqtZnl8Xc1azN8ukng83mw2510zJEmeVk7J6/A8Px7b80Unz0+32+33+5ubm5PB21QqBSrfbKEGlmXX19fh681gGMZgMJAkSVVViqKCwWAsFps8S6qqiqII+i6yLAtlMjZQVpv8xUslwWE8hmFra0YwiAK2CHdcXYqBQAC+hQUABPmnjdtwOIx2OAjETOBcC+AjkUi02+15OTk0TcOhrnlaQKrkTINtOBzWarVSqbT6WV0ReJ4/Ojo67bv8ZrxNkk6nQfP3mUfz+TzEjRNn4uxNAxiGcXBwcMcdd0wabJlMJhaLAXsPWHQcx0WjUfj2YePx+PDw0LYENRqN9fV1juMkSTo+Pp5sC0SSZDqdTqfTkJ0KgiAikcjkBfOa13SDQV0U594yb32rS4MoBAIQCoUCgYCDZxbKtQWA43g+n4/H46PRSBRF0zRZlg2FQr4NZiAQriDL1hvgOF4ul/f396cX90AgsLGxAeuy7kyn03F42vX7/XQ67c9UQAzDprsfu+Lz5yVBEJubm9MdSsHewofOo0WC/GBYr9ezCY/RNA19k21RFNpxsPEAACAASURBVKvV6nQCv6qqlUplbW2tVqvZjuq63mg0ZFmGz+mWy+V4nre+bySivvOd+//zf+7OHFwsGu9/v0tQF4EA4DheLBYPDg5mHqUoKpvNrnhKK8a3RQ2TjMdjIGRomfeRSMTa+oL+T81mU5IkUAYSiUSSyaQP98a6rvf7fUEQZFmmKIphmHg87qvrh3ziiScuew5XEeAbu+xZ/ACBQCAejxuGoes6EGihaToWi62vr9uEE0iSBBexaZquikGe5uTkxHnzTVHUIj3cdV0XBIHneRAVhyCvSVXVk5OTU70lHA6Xy2UfPgYmIUkykUhwHEdRVCAQ4DgukUisra350+AfjUYLLiAkSfpHGsri8PBwXh6NaZqTZp4NSZJAZvJFzm7VgPtl8lvfffcwEDCffz5umj+wqtx5p/7Zzw5LJZ+W9CNcAXoZGIYZhgGWIIZhKIoaj8fTNQ7lchk+7SjEJKZpHh0dnZycAMUQUN8xGAwEQYhEIgRBKIpy69atdrsNpOwMw1AUhef50WgUjUahLACZhyAIlUoFZJ9pmqYoiiAIvV4Px/FFNsNXk2mtSmc8v4P3FYFAoFgsYv8m8+Or23Um8xJHLVw1FU3TbDab7XZ78nkJzJtMJuPd7FPXDu8YhlEUpes6juMMw6TT6c3NTee2yf4hHA7705S1sbhi1iLXG2SAHYPDAHBzzTva7Xbh8wWEQqFr166BcAGQrPvAB4R3vKP1pS+FX36Z6XTI7W3p1a9W3/pWGVkiiNOSSCSi0ehgMBBFUdM0UOMwGbVDwEqtVpvZbX48Hh8cHGxublYqlZmbPUmSDg4Otre3L36OVwJVVavV6nRvAtM0G40GQRA+6em4ZMtWUZSvfe1r3/72t2/dujUcDlmWLZVKr3nNa37yJ3/Sz/V7SwfZtACCIBz6i2BuJwo4AqdXTF3X2+12r9dbX1/3qIWzyMO+UChY2wKO49BFhbARi8Wce05YeNcHdGZc3WrO96CzVexdSJJMpVKT+6dcDrt+XeA4jOO4Tscec0P4E0mSer2eLMuqqjIMEwqF4vG46zJCkiRoB+0reJ7vdruSJGmaRtM0x3E2RXq4EQSh3+87HLW1DZ8eMBwOfdIso9lsOmyJm81mIpHww05vaZatLMsf+chHPvaxj7VaremjkUjkPe95z+OPP37amDIC4QDDMM4bROckpcFgMNMRCABlG9vb28GgS2PGKwhN0wRBOLfwYVkWebsRDtA0nc/n57XwmQQt7KcFpMz5YZOBQNhoNBqTG0VZlofDYbvdBrprlzixK8jx8XG327X+lCQJOAXW1tZ80vLHYZMG4HneeQDISV7ejK4opmk6iz7qus7zvB9OxXIeq+12+8EHH/zQhz4006zFMGw0Gn34wx9+4IEHms3mUv5HBALDMOd0PoIgnAdMPjBmYprmItv6KwhJks7RZo7jUG0SwpVUKlUsFp0NMJDQvqDcFDTMu30WjEmSJInMWoQPabfbMzeKIJHSh3UNDrRaLdsuBSwvpmnWajVY8z5suNaUOSfuYb4plrEkeBxwTTWCgyXEbA3DeOSRR5577jkMwyKRyLvf/e6HHnpoa2srnU5Xq9WXX375M5/5zN/93d9hGPbCCy888sgj3/jGN9ATHbEUkskkUBGYeTSXyzlrQS2ijiMIAmhTecYpXh6FQmE8Hs9c6QiCKBQKq58Swoskk8lYLNZoNGZ6gsBOC8iWBoPBQqHgk6gLwzAMw0xvFBbMg/CumMc8NE3rdDo8z8uyDJwd0Wg0lUqhxJAF0XW92+2ORiNFUYD6azQahUzcVdd1h/AGOLq2trbKKV1ZDMMALgDTNK1rwPqHaZqtVqtcLl/a/LyDLMsvvfSS5XsF2qvJZBICrdDTAtNi4sASftc///M//8d//EcMw37mZ37m4x//+GQVRLFYfPDBB3/xF3/xmWeeefjhh4fD4Te/+c3Pfvazv/ALv3D+/xdxKoD2ryRJBEGAPQcEdRo4jm9sbNRqtdFoZHs9n88718qDbMBF/hcghXKuiV4GFEVtbW0dHh7aNt8URZVKJS+mWCNWgGmawFukKApQWY/FYjRNF4vFSCRSr9dtHvTJJ6Uoivv7+6VSCT5tpJnk8/lqtTrvaDAYFEVx3tF0On0xk7ocZFmuVCqTsRFBEIAm59bWlg93kKdFURSbCs54PB6Px91uF6YT6CAYDhgOh8iyBVjnap41AgZAHyhyTS4LBALOUVnbUVmWm81mr9crl8swCdSTJOnc9hk7jSqkp1nCcvmZz3wGw7BXv/rVf/ZnfzbvKnnDG97w2c9+9i1veYtpmp/5zGeQZbtKdF2v1Wq2/PtGo5FOp3O5nNddOIFAoFwuC4IwHo9lWSYIAri6XbcCOI6TJOmavOFpWJbd3d3leR5o5VMUBU6O1390xAUhSZLNFTIYDFqtVi6XS6VSkUgkHA6rqirL8tHR0cx7B6TJgbZJK5z45RCJRIrFYr1et2Ug4zgOOkXt7+/PzP6CLLJtGIbNrLWQZfng4GBra2v1s/IQpmnOE3e1TiAci/YimaVwP5QXxzWH1jRNoL+1mvlcFrFYrNPpOA9ot9vOHzIZ9waA7Pdr165B4xrAcTwajToU2bkWqUHDEizbf/mXf8Ew7Dd+4zecnR8//dM//cpXvvK55557/vnnz/+fIhbENM3Dw8OZFfag1Q0cWakcx51hpxgKhZwL7gGerkfFcTwSiSBlcoQrmqZVKpVpj69hGPV6nSCIRCKB4zhN04IgOOw+DcNoNpv5fN4PgsnJZDIUCvV6PVEUVVWlaZpl2WQyCRaN7e3tVqvV7/fBWcVxPBgMZrNZyLYX3W7XYRcuCMJoNIIv+3qJ9Ho9Z3FXn0jgAJB6NmARiwsOf4czHMfF4/F58sgcx+VyOU3THPSTsTknSlXVTqeTyWSWM9ErQDabHQ6H88K2hULBDxcMthTLttfrYRj2oz/6o64jH3zwweeee87Z+4JYLsPh0EE4rtPpJBIJmPIxTkUmkxmNRrbnqM23B1n0CaS3gV04wzAsy6bTad9eAIhJWq2WQyJTo9GIxWJgs+WsRWmaZq/X6/V6NE0nk0noKy0Zhsnn8zMPkSSZz+fz+bymabqu0zQN5amwFYNM4ype6nNcHazQtC1xDTAGAgFoUq/PySLnCqbNiQMgQX3adg2Hw6VSCcfxYrHIsuzJyclpP3k0GsFk2QYCgc3NzekaNBzHC4WCT8S0saVYtvl8/vDwcBGVNiDYA1l90RXH2Y+FYdhgMPCtYQMEb2zJhJNbT1CvexlTuxBOTk4mk3ZA/4DBYABZbiTibDivFZqmWQ0DnNMFrTtIUZSTkxOe58vlstctOsMwJElSFAXUO5w2jwPu/bpr2qRrDqrPAR6l6YRJC2jEXcPhsHMpoE9K9BchGAzO1KiziMViXl9XFwTH8VKplEgkRqORLMuGYbAsGw6HrWQ0giA2NjbK5fLR0REwNCiKWsTQhebOsmBZdmdnZzgciqIoy3IgEGAYJh6P+8QJAljCs/a1r33tX/zFXzzzzDN33323wzDTNIHQ1EMPPXT+/xSxIK4a3z4RAZ9HIpFoNBrzduqLq0xdcUD140zTxTTN4+PjSCTic+MW9IKzHgYsy8bjcT/k0wJAUNF5jLVWnOq08DzfbDZzudzZJ3epmKbZbrfb7fbk+eE4DkQJLnFiVwewvXYwzKCpZFsQTdPa7TaQfgAy0bFYLJFIzDsP4Lw5WCnQGDAEQeTz+aOjo5lHKYrKZrMrntKVBYQiK5XKzPRsmqZhCjYuQigUci5qCAaDyWQSnC5N0xaxbKG5syYhCCIej/snQjvNEp4373//+3Ecf/zxx2/duuUw7Kmnnrpx4waGYb/yK79y/v8UsSCoZMWZ4XDovKGHIHl+PB7fvHnTOSI3b6vhEyRJunXr1uHhYbvdHo1GvV6vXq+/9NJLrikP0HCqB/xpy0Tb7bZ3PUTHx8fTzi9BEPb29nzST9IVILTucAn5ygUgiuKtW7fa7bYoioZh6LouCEK9Xt/f35/3rHHNO4VJyj4ej8+s92NZdnNz0z/OxEUIhULlcnk62sZx3ObmJsRpIOdnwTQZmO4shMUSLNsHH3zwiSeeaLfbb3rTm/7yL/9yeu3u9/tPPvnkY489hmHYe97znp/4iZ84/3+KWBDXR6an5ZHOj0NbjgUHXHFEUaxWq/NSbizHx3g89m3GIFBOmk5eMAzj6OhoMBhcyqxWDGgY4DzGWkySyeSpUptM0/SoETgYDICQxDTg8vCuxb5EnIMDIICwsslcLrquV6tVK7t48pAoioeHhzPflUgkHD4Tx3HIcnRTqdQdd9yRz+fj8Xg4HE6lUuvr6zs7O9DL/J6BcDh8xx13bGxsZLPZZDKZz+e3t7e3t7d9vnNbBOfbCgDZnYUALEcb+S1vecvx8fGf/umf/uzP/uz29vZrXvOazc3NdDpdq9X29/e/+tWvgt1hqVS65557Pv7xj09/CArkXhCRSMRZvQMOXYoz45qB6fUOBPV63WHzPek4B9UpPqTRaDjUfZ2cnPikT1IkEplnxWEYRpKklQkWCATuuuuu7373u4vbdc5N9q4sDicEwzBFUcbjMRIeD4fDDuKlmUzGP7vwTqdjXerTiwbP8zzPT6c8hEKhRCIx72IjCOLk5CQcDieTSWjyuimKQpIrCwK6ufh8q3YG0un0cDh0KLhDZxVWlmDZ3n///ZN/7u3t7e3tzRx5dHT0q7/6qzMPIcv2gkgmk91ud/LenqyGCoVCPq+udI1TeTrhR1XVxWNl0OyZTgUor3UYoKrqeDyGrE3LTLLZ7Gg0mmeC5nK5yUTBZDJ5//33v/zyy4v0zcJOWZp7dXC9fQRBQJYthmFra2uBQKDT6UwGKgmCAJ2QL3FiK2YRmeiZi0mxWCRJ0nYCAbquA5O42+2Wy2UU2EQgFoEkyc3NzVqtNjO6k0qlYNIHRUzi4V07YhFwHC+Xy9Vq1TJuJx3J4/G4UqmUSiVP22/nIRQKtVot5wErm8zSWTwMSxBEMBj0oZzYIspJPsnTpiiqXC4fHBzYctdxHM9kMslk0jY+Eoncd999nU5HluVKpeKcGuDFcqZFBORQNjIAyMinUime58H9wrJsKBSafLLoum4YBtzpD2eWiQYnMJlMjsfjVqs1c5iiKNVqdXd3FwIvpK7rBEFMXwymaaqqCsEXRFwFKIra3NwUBGE8HgP7FgTAw+GwfxJJfMgS7Jmvf/3r5/8QxMVB0/Tu7m69Xu/1etP+YJ7nK5XK9va2P58l4XCY47h5kRkcxz2dMbW4flgymfRoVG0F+EeGLRgMXrt2rdfrCYKgKApJksFgMBaLOSgAkSTJcVwqlXLwEEWjUS/6znAcd+5Qgnk8p2PpUBQ1XdumKEqr1RIEwRIKjkQimUwGyieOq93u/K1pmlZV1cGVpihKt9v17lNJluVWqzUej1VVxXGcoqhYLAYuBkEQms3meDwG6y1N07lcrlQqXfaUEZ6H4ziO4/wmJe1nlvBU/rEf+7HzfwjiohmNRvM26JIkdTod39726+vre3t707520Nva06qeC3olKYry7QaCJEmCIJwjb75y7hIEkUqlTptBmslkxuPxTA8RTdOFQmFJs1s1HMc5p1t7OqdjBYzH44ODAystwjRN0EZ7OBxubm7C12IxGAw6h21dHyiu+czD4dCjli3P8wcHB9Zia5om8HoMBoNkMtloNCa3KIqiALH6crmM/EcIBGJxLmG90HUdRYdWDM/z1uPW1nUQ/Nnr9Xxr2VIUtbOz02w2B4MB2IHhOM5xXC6X83oRMsuyFEU577Q4jiuVSr4y3iYhCCIcDk9aL7YbZFI5CTEPgiA2NzdPTk76/f6kmyAajRaLRe9uTDOZjINlC3QKJEnieV4UpW9/O/qv/xo7OOCSSfz6de3hh5Vs1te5ypqmTZq1AHB/ybJ8eHi4vb19WXO7IOLxuMMFs4jKsWs+s+uAq4mqqpNm7SSKosxrPSqK4tHR0ebm5sVOzps4dJBGIPzMEjYc73jHO/7wD/9wQe3s733ve+985zu/9a1vnf//RSzOZL2lbSkEfyqKYhgGlOlhixAIBIrFYrFYVFVV13WGYaB5YBQKhYODg3lH8/n8Iu5/0zRHo5EkSZqmMQwTDAa9bvNPksvleJ63tly2nz6bzfr2vnBFluVeryfLsmmaDMOk0+lcLidJkqIoFEWxLOtdmxYQDAYLhUK9Xp8+RNN0sVg8Ojrq9/udDv27v3vPd77zAw/BJ54wf/d3x+98p08lxzEM63Q600Xs1v0lCMJoNIJMfwuorc4zbguFwvnD1B59NnU6nbMVpfM8LwgCTE+cczIajbrdriRJqqpSFAWKQdD5QSAslrDtePrpp7/2ta996lOfeuMb3+gwTFXVj3zkI08++aRP5FiuFIsUCvrZsrWgKAqyBLloNFooFE5OTmzXAI7jxWJxkYZvPM8fHR3Zqg3D4TA0wmMMwwDlpOldeDab9Y+yK8/z/X4f+C8CgQAoTHK4HarVarVate1WQcdFmKLcqVSKZdlmsymKIviygUAgHo9nMpnDw0Oe52WZfOyxV1Qq9q8sy/hv/VaYorC3v92nxu0iQsGQWbYYhq2vr0+rWpAkmcvlpmXYpmFZ1rmHtkcLZIB+z9nCjOPxGFlugHq93ul0rD9VVR0MBoPBIJfL+TbtDoGwsZyN6eHh4Y//+I+///3v/+///b/PXIC+853v/NIv/dKzzz67lP8OcVpcrTWSJOGwUhDTpFKpUCjU6/VEUQRe3mAwmEqlFslA5nm+Wq3OFB7b39/f3t6Go7IgFArdcccd3W53PB4DAwZ85V6vp2laNpuF++4wTbNer3e7XesVTdMkSer1eslkcmaV7P7+frVanX692+0ahgFZ2XYoFNra2gJlgdZSORwOwWb9C18oTZu1Fk88EXrLW+R43C8iZJO4NjH2aJdjZ4DTEFSeS5IEhMFDodCCS2UsFms2mw7O6Hg8vrzJrg7wW58t4AzldTKNoigEQTg8a7rd7qRZO0mj0aBpesHcSQQCbpYQo/vkJz8JltqPfexjr3rVq7797W9PHlUU5cknn/zhH/5hYNYWi8UvfvGL5/9PEaciHA7bamttA+BznCMmYVm2UChsb2/feeed29vbhUJhEbPWNM3j4+N5eyxZltvt9rJnemmAelpRFHVdt76yqqrdbvfll1+e2RAPGprN5qRZa2GaZqfTOTo6sr0uSZJDinu/33cN1nkRoOtr7Tv7/T74x9/9XdbhXcMh/n/+j3+L2M85wLtQFBWPx/P5fC6Xi0aji3sAaZp2qBCJRCLRaHRJc1wp5/mtIb5OMAwTRbFarb7wwgs3b968cePGjRs36vX6dAKRaZrNZtPhc5z7FyIQ/mEJ68U73vGOF1544a1vfSuGYS+99NJDDz30+OOPg5TjZ5999oEHHnjiiSeAy+1d73rXCy+88Mgjj5z/P0WcCoqiJpMqbX5TgiBQHgtiGtD6xWGAtbmHAMMwZiYkYxim63qlUnnhhRf29/fhM3F1XXf2UPT7fVvdYLfbdS5wcE6nhAMgXmAY+OGhS57kzZswB/wdcM2b9WKX4xWQy+Wy2ex0eDMej6+vr1/KlM7PzN96wYZqEF8ng8Fgf39/NBpZZR2apnU6nVu3btkevqIoOseuQeXtBc4VgfAIy/GEFQqFv/7rv/7c5z6XyWR0Xf+93/u9Bx988LHHHnv1q1/9ne98B8OwO+6445lnnvn4xz+OkiUui1gsNvl4sJ4oJElubGwwDHNJ80JcXSaFx2YCBLdWM5mLBiQeOwwwDGM8HlcqFWfHuedw6AdmYUuBc7gwwEeJoriUuV19DAMzTZcES9/uNq0y/pkXGEmSHg0/Lh2Q6G4VcmMYls1mr127ViwWk8kkiP3u7u6WSiXvRi9nXgw2633mdULTNKw5ZYqiHB0dzRTWUlX18PBw8oQsYrUiFRsEAlti1x8cxx999NE3vvGNv/Zrv/bZz3722WefBenHgUDggx/84OOPP+5R2QMI0DStVqvZ8gNxHGdZNhQKpdNpyDSTEMtiESlLwzDgKLVdPIG22WyyLAvNpnyRDZOtUa3DhQG2qguGYjwNRVGKogQCZiYjN5tOnsHNTUi8P6clEokkEolerzezujKfz8Ndvr4ImqadnJwMBgPrlgkGg7lcLhwO0zS9iOKUVwiHww4XA8dxgiBMHyIIolQqeVQO2pV2u+2wVIqiOCmxtshJ8K7jA4FYIku+DWKx2F133TW5093e3n700UeRWXtZgETKmbt2VVUTiQQyaxHzcK3FxXEcmr2pq0jJ5BbEbxVNpmlOWrOuF4Yf2iNbro3Xvc7pYqAo7N//e/8GUorF4nRibSAQ2NjYWESYHW5kWb5161a/359cW0RRrFQqM+vevU6xWMzlcjbri6bpcrm8tbU1fSgSidx3330QqyK71raMx2Pr3667aCAEsIRpIRAeZ5m70mefffad73zn888/j2EYy7Kvfe1rv/rVr968efOBBx747d/+7d/5nd9Bd93qabVa81IHdV0/Pj7e3t5e8ZQQXiEUCuE47uBUjkQi0HjTXb3dk98UlDzBYdUv4nbEcXzy/MRiMefSXGgC2g4kEolOp6MoytvedvCVr+SGw9kuwv/8n8W1tbO08YQDHMdB6yxd1zVN+//svWmMLGd97197VVdX7/v09Mz0nDmLzzHEJBgnOITEAmJsDLHCTSCIEBIiEIpMYgUlshwFJEhyuQFHDrlCl7BKV1hBCC5RDDa2kxubsMsHsDn2OZ7pnunpfe+urq697osn6X/9e6numelZqur5vDqnurr76Zqq53l+2/c3HA5pmgYTy2kP7ZQxDKNQKMxyqJVKJY/H47D6UhRFY7FYOBweDoeiKGIYxjCMx+MBN0MsFotEIqIoiqLIMEw0GmVZVlXVWWoOmqZJkoTjOEVRNr2dDiQeTlEUx3EWxnAwGIQxWwgEWVbMVhTFBx544FWvehUwa3/pl37p6tWrTzzxxJe+9KVQKKSq6kc+8pFXvOIV3/3ud5fydZAFMQzDWuNHEARJkk5sPBB7QRDEpErnyNDFMCwet1KFtRcHjQw4psCY47i5+eRj/WkDgYCFYgJFUW4Ix2EYtrGxQVFUOCz/9//+00hkykT69reLf/EXg8njbgPH8WAwuLa2Fo1Gx4T6XQvP85NOZ7MbcVZ/F7uD4zjHcdFoNBwOsyxrvhkwDGNZFpQWW0zInU7n+vXr165d29nZuXHjxs9+9rNisWjHzkBzJ96xE1Kp1Cx3KkVRiURiaSODQOzMEizbb3/727fccstf//Vfa5pG0/THPvaxp59++uLFiwiCvO1tb3vuuefe+MY3Ighy7dq1V7/61ffff785vwJyrEiSNHe6H6ugg0DMxOPxMSsFbERA+ZOTqgyCweCBNtyO2Z2jKJpOp63PmXRwXLlyZaqsC8gtdMzFsYaiqK2trVQq9cpX6v/7f//4fe/bvf327uqq8nM/p77tbdJXvtJ9+GHeEUXokOUzdeU1PzhwpzSVSqWyv79vlkoyDKPdbm9vb9tOGXiuO3UsaE/TdDabnVx2QcNtZ+QQQSBHxyrVcEEwDAMf8qpXverzn//8TTfdNHaCYRj/+I//eP/994M8is3Nze3t7SN+6XHTarUWkc85m5AkCSIq/X7/Rz/6kfXJqVTK3BAI4k5YlmVZttlsTp0Q+v1+u90WRVFVVZqmWZaNRCLOq6Ws1+vVanWRMwmCuHjxopPst0ajUa1Wp/71Y7HYWDSAoii/36/rerFYrFarIPRE0zTHcZFIBGbEQSaxnmFcSLFYbLfbFiegKHrlypUTG8+ZAswwCIKMZSP3+/3d3d1Z7+I4bmNj4wSGtyx4ns/n87NeJQjiwoULU6fTwWAAevxQFMUwjINLkRcHzjAOxqLF91SW4OMxDIOiqA9/+MN/+qd/OtVphKLoH/7hH77uda/7vd/7vX//93/f2dk5+pdCFmER28N59glk6fh8Pqf2XTATi8UIgqhUKnMzjUOhkJPMWgRBotGo3+/f398fDoejnQFN04lEYlbRLIZhqVTKYaWAEMjJMDcTFXqIJrEu7wcJ3jbKJAKuwKlp5yiKWjR58nq9YxUiEAhkxBIs21e+8pWf//zn5zoXs9nsv/7rv/7d3/3dAw88cPQvhSwCQRBATH/WCSiKwvkRAhkRCoWCwSBot9BoNKYmbng8nlgsdvJjO24oitrc3AStNTVNoygKprdBIMfE3DgbXJrHMAxjtJkxDGOqb3EwGNjIskUQJJVKkSRZr9fN7lSGYVZWVmAkFgI5HEvYuHznO99ZcAOEYdj9999/5513Hv1LIQsSi8UssndisZgjHcOyLMuyTJKkfVUTIceKLMuiKEqSBLK5zLLtKIqCvKZAIFAsFs2OIRRFA4FAKpUCT42iKK1WazgcyrKM4zjDMKFQyO7bEdg6YiqiKAK9PYIgQCdwR86cJ49hGIqikCTptokadKw114uOAauExtB1fZROMutusaOOFBDTAqLQYB2BMzAEchSWYNmOmbWtVuvq1avdbrff7991113RaFTXdfMm4PLly0f/UsiC+Hy+VCpVqVQmaw8CgYDDQk+GYTSbzUajMVreMAwLhUKTjfIgrkVV1VKp1Ov1zAc5jltZWRnLzAdyHa1WazAYgM23z+cbCU3xPF8oFMyO9uFw2G63o9FoMpk8md8COQFUVS0Wi2MtwUmSTKfTHMed1qjsDpir2+22LMsg/ubxeOLxuHsuKRDhy+fzUxNDotEojNmOscgibtM0EyAKbXevKARyRljmLPD4448/+OCDP/zhD0dG1LPPPhuNRj/zmc987Wtfe+9733vPPfe4zS97FohEIh6Pp9lsCoKgKApwCobDYYu+HXYEtAccs1h0XW82m4PBIJvNzq1rgjgeTdNyudxkkiDHSQAAIABJREFUpyue53O53ObmJkn+f11Jh8NhoVAYBVWGw2Gv16vX65lMRpbl/f39qUoVjUZjarckB2AYhiRJsixjGOaSQgZd16feMIqi7O3tra+vu+EiLB3DMPL5vFn7FySa5vP5eDzupF5i1rAsu7m5WS6XzZeCJMlJRXoI8l/ZNNbdHKBxCIFAlmPZGobx/ve//1Of+tTUVzVNe/TRRx999NH77rvvoYcegtGzk2fkDhyLnzuJVqs1ZtaOEEWxUqnMbW0CcTzVanVWA2dFUcrl8traGvivKIr5fH5SSkqW5bnS7rVaLRwOO+xB43m+XC6Prl4+nwcNfpydOFev12fdMEAa+vz589BdOwuQaQzaAZqPj9lyZmq1GsMws0TLnAfDMNlsVlVVURR1XadpGlbQWBCJRCwsW5Zl3SNop2maJEmgeMRhaw0EckSWY9l+6EMfGpm1r3vd62677baPfvSjo1fT6TRJkoqiPPzwwxiGPfTQQ0v5UsghcPAMaK2a2Ol0EomETVOVIEtB13VzA4lJ+v2+qqrgJllEIdnii3ied9LuvNfrFQqFsRi1LMs3btxIJBIOK2owY33DyLIsCAIM206iqmq1Wu10OqN7xuv1njt3Drw02e3GLAjUaDSc9OwsAkEQ7knDPgqBQIDn+andkgiCWF1dPfkhnTyCIFQqFbOFz3FcMpm0l3QWBHJ8LMHOyeVyH/nIRxAEicfjTz755Le+9S3w3xH33HPPiy++CMSTP/nJT+ZyuaN/KQRiRlEU6y7thmHAxvcuR5Ik6ybVhmGA1qyKooDm24fGQhjGdmiaViwWZzUJHPWzdR6qqlrPKgiCOPW3HwVZll966aV2u22+ZwaDwU9+8pNGozEYDCbvJXOUUhCEQzuVII4nnU6nUqkxJ7Xf7z937pwbWhh2u91cLjcWuOZ5fnt7+4hrFgTiGJZg2T788MNgv/jZz372jjvumHpONpv9xje+QZKkqqowZgtZOovshOBuyeVYm7Xmc2YloC6Ok/IJO52O9bPTarVObDAnySxj3swiN5Wz0TRNEIR+vw+0oIDewSyJ2nK5PBwO536mHRVuISdGJBK5ePHihQsX1tbWNjc3b7rpprW1NbNEglNRFGWWk9EwjP39fU3TzM/jyY8QAjkLLCE58+mnn0YQ5Lbbbrv77rstTstkMm9+85u/8pWvXL169ehfCoGYObpqYqfT6XQ6kiSpqkrTtNfrjUajblgs3cMiuejgnEVMGmucVH1qUdgGkkitNV3sC0EQKIpa3wxuniJkWS6Xy2bVaJIkA4HApO1qTjZe5G5xcNUMZCmgKEpRlBuCtGZarZaFK01V1Z2dHbNblqKoWCwG1cggbmMJlu3Ozg6CILfeeuvcMy9duoQgyPXr14/+pRCIGbDIWTspZ6kmGoaxt7dn3p+BznLtdjuTyfh8viWPFXJKAHUWi5sEx3EgQHJEc4UkSSfVXloEbIG54tS4JYqiHMeN9fsxG2kYhrl2fpAkKZfLjQVXFUWZqndgTmGwSIgA15YkSTf7CyCQWcytqBp7uGRZLhaLsiwnEonjHBcEcrZYgmcUFBotEqMAe8put3v0L4VAxhj1tZ8aYwkEArNCdmNhhxG6ru/t7cGUHidhrXUUjUbBFpxhmKNEA1ZWVuyYjTwYDIrF4s7Ozo0bNwqFQrPZBCbr3Fi3g4XZ4vH42J/S/N9IJOLOXmLAG3i4nGFN02Y5GcG1DYfDRxqc/VEURRTFo2eOQOyLLMuDwWBs+3G4iqp6vQ5FRiCuYgk7klQqtbOz89xzz8098/nnn0cQJJlMHv1LIZAxwuEwz/P9fn/SqKBpemVlZeq7FEWZKrQIMAyjXq/DdkGOIRQKDYfDqXWhwWDQ3IQ2mUzu7e0d9PMxDEun07aL4xmGUSqVzA+CJEndbrfRaKyvr3McZy0R7KQA9Rgej2d1dXVq7+JAIOCezqtj8Dx/6Fp0HMfT6fTOzs7UbTrLso7sBb0ImqZVq9VutwuuDIqiHo8nHo9D2WT3oOt6o9FoNpujpwPH8UgkEo1GMQw7tB+t2Ww6eJaGQMZYgmX72te+dmdn58knn3zuueduvvnmWaddu3btiSeeQBDk9ttvP/qXHjcEQdjXY2oOobgqrSuTyeRyubEqr3A4vLq6OmtJMPelmEq/33fDNQTXhyRJ+972C7K+vh4MBqvV6nA41HUdRVGwmR6LFEUiEdCwdPELwjDMhQsX7BjEKxaLU/07iqLs7u5euHDBoq0rhmGJRMLBz0g0GuU4rlarDQYDSZIIgvB4PJFIJBgMnvbQTo2jZLJwHMdx3MWLF/f29sxqriiKRiKRdDrtziJbRVG2t7fNF9YwDEEQ8vl8Op12mw9lNIuC7PTTHcyJoet6Pp8fkzjWNK1WqwmCcO7cOZ/PdzhRA0EQHH8Z3bOHgcxlCZbtu9/97s997nOqqr7zne/8+te/nslkJs8pFovvete7wKz9jne84+hfetxwHOeA9RXH8UAgcNqjOCG63e7169cnE+SAaTorjNZsNq0/VlVVjuPsaK6YkWWZJMm5KbIuaSMZCATW1taQeZclEAgkk8lSqdTtdudmcwWDwStXrthx9yCKYr1en/Wqoii9Xu9lL3vZj3/848kWOBiGXblyZVQI4FQCgQAsVDNTq9UO/d6NjQ2wKsXj8eFwCMK/LMtyHOc2QSAzV69eneUvKBaL8XjcPUu5GVftYXZ2dmZ17uF5vtPpZLPZer1+CF0DVVX9fr8da2QOikv2MBBr5gg/Lsjb3/72Rx55BEGQYDB433333XHHHb/6q7+KIMg///M/4zj+ve997xOf+AQoZXzDG97wzW9+8+w/YL1ez76OH4IgQOaJpmnmiVJRlG63K4qipmkMw/h8vln1TrZD07Rr167Naj5JkuTly5enuirK5XKlUrH+8FtuueXs37FT6ff7INakaRqGYTRNg7ymyZ/DMAxN07a+7Y8Vnufz+fzYDQbiCRzH+f3+YDBo05ukXq/v7+9bnEDT9OXLlxVFAUY+SJPDcTwUCq2vrztVPgpiQaVSKZfLh3hjIpGYVRjiZgaDwaSyplmrLBAIbG5unvi4To1ZexgHo+v6T3/6U4vpFMfxm2++udPp7O7uHvTDCYJ42ctedrQBnnXgHsbBHNS9tRzLVhCEe+6556mnnrI+7ZZbbnnqqadsIUFura5+xgGtFxAE0TRtlGRYr9drtdrYn9vv96fTabsHJBEEaTQa1gZqKpWaGlnq9XqjckrzTmIEwzBbW1vLGudJMuuacBy3vr4+9ktZlmVZttlswlVhFrqud7vd4XAoyzJFUQzDBINBB2R2lMtl68wFFEUvX748umEURSEIAvhHVFW1LsGFOJLBYJDL5SxO4DjOMAxzpgNFUdlslqIoOMNMUq/Xq9WqxQk4jt90000nNp5Th6IoEHxzzwwjCALoM2LB5uYmy7I8z5fLZXN5CMMwQMl1Fn6/H6QpORi4h3EwBxVfWI6mJcuyjz322Mc+9rGPf/zjU9VZvF7v+9///g9/+MOgqQbkhJm1cPZ6PV3XJ+0c2zHXrTsYDKZathzHEQQBcpinXgSbVtP1+/1Zpj7P85VKJZVKnfCQ7A6GYaFQyBaOuQNx0GefJEmKouw+Y0COAsuyHo9nsm/tiHg8zrKsqqqiKOq6TtN0MBj0er1zqz/cyVyVaU3TpjpeIY5hEd1jcA7HcefPn1cUBRi3Ho8Hw7Dt7W0L49a1qmwQd7K0bg0EQTzwwAMf+MAHHn/88WeeeaZQKPR6PZ/Pl0qlXv3qV9955502tRAcgCzLFmVRoH7D7vv1uTuDWSdgGLayslIoFKb6+ViWtWkNoUXlJIIgrVYrFos5uFkLZHHmNmyDdixkDBRFM5nMzs7O1Hk1kUiAOheCIEa6vvAWsmBu2hSKovACOptFUufM54y1fQbymdbPIwTiEpa8tfV6vffee++999673I+FHIW5hQfdbtfulu3cVcEia9Tv92cymVKpNLYqgFRtO+4ndF23VlAEiYLuUeaAWOD3+8vlskXxBXRKQiahKGpra6tSqXS73dH6wjBMPB6HIi4HZa7hAVu2OB4QerWYhzEMs8h5pGn63LlzlUrFvN+DzyPEncCgjfOZlaMyym6yrtCwBR6Px1q91joN3u/3cxwHVDpVVaVp2uv1zo1lnVnMQkezcthmqW1B3AaO44lEYpYgEMMwMJMNMhWCIFZXV9PptCRJuq5TFAXTQA6H1+u1LpUc60lmd0CauqIoJEl6PJ5Zjmme53u9Xq/Xo2na4/E4++5CUTQcDjcajVknhMNhaz87SZKZTEbXdUVRNE2DzyPEtSz/vm+1WlevXu12u/1+/6677opGo7quO0BnxXnYMRo5i1AoZKEcANYM60/AMMwxrs2xLpFTz4GP5BiKooDNFkEQDMO4qgFJJBIxDKNarY49QSzLZjIZJ00UkKWDoijDMKc9CnuDomg6nc7n81OLLUOhkGPWJk3TgMT66AiKooFAIJVKme3b4XB448YN0FBjdFooFEomkw5eueLxuCAIU/OtWJZdsKcxaIKw7KFBIHZimZbt448//uCDD/7whz8cbY+effbZaDT6mc985mtf+9p73/vee+65B26STp65PTbt2IRzDJqmE4nELM2kVCrlgN+4OHObryIL5L+5B03TyuXymAKnz+dbWVlxz20TjUb9fn+v1xtJ/ni93lGRJAQCOVY8Hs/m5mapVDLP3gRBxGIxxwRsNU3b3t4ea9trGEan0xFFMZvNAuNWFMVcLjdm5BuG0Wq1wGlO3UZiGJbNZqvVqrk3B4Zh4XA4kUg49VdDIEtnOZatYRjvf//7P/WpT019VdO0Rx999NFHH73vvvseeughB7vcziY+n89aT8gZ/uBoNEoQRKVSMZfLkiSZTCbdVlA6V08LhllGaJq2s7Nj7qAA6Pf7uVwum826x7ilKAomHkMgpwVN09lsVpZlnudFUaQoiuM4mqYdY9KUy+Uxs3aEKIq1Wg0o9heLxVlCwYIgNBqNWCx2jKM8VVAUTSaTiURClmXQXo4kSbhnhkAOxHIs2w996EMjs/Z1r3vdbbfd9tGPfnT0ajqdJklSUZSHH34Yw7CHHnpoKV8KWRCWZUE0ZuqrJEk6xiUcDAYDgcBwOASGCujc7cJVYe5PhmbtiGq1OmnWAmRZLpfLjm8DCIFAzgi9Xq9SqZjNP5qmU6mUA7InVFU1JyFP0m63k8mkKIoW3aSQ/xL2X/bozhYoitI0DZOKIZDDsYRNfy6X+8hHPoIgSDwef/LJJ7/1rW+B/4645557XnzxxStXriAI8slPftK6wzvkOFhdXfX5fJPHSZJcX19fRG7eLqAoyrIs6DsKxAZPe0SnwFzDFUVRB8iGHR2QCGdxQr/fnxsAh0AgkKPTbDb39vbGopqSJOXzeetpyhaIomjdo0HX9blmLYIgQB5pqUODQCCOYgn7/ocffhiUBHz2s5+94447pp6TzWa/8Y1vkCSpqiqM2Z48GIatra1lMhm/30/TNEmSPp8vkUicP38ehu+cRygUskhgMwxDEISXXnqpWCxabzU0TZNl2focWzMcDi26LCAIYhjG3J0WBAKBHAVBEOr1+iydCARBSqWS3dXsrWdagKZpC562jBFBIBBnsoRs5KeffhpBkNtuu+3uu++2OC2Tybz5zW/+yle+cvXq1aN/KeSgAAVCt1WcuhOapqPR6Kzi6pHR2263dV3PZDJjJ+i6Xq/Xu90uiB6AMHg8HndMT0XDMBqNRrvdnlX0ZWaRnRYEAoEcAlEUC4XCrIKIUc82Xdc7nY6ts3AX6UBDEMTc01AUhc1sIBCIBUuYIHZ2dhAEufXWW+eeeenSJQRBrl+/fvQvhUAgFiQSCRzHa7WatWHW7XaDwaA5U31SUckwjMFgkMvlUqlUJBI5xkGfCLqu5/P5qZ0VpgJ3URAI5DgQRXFnZ8diijan3iw+ZZ1NQHGQxY8lCIKmaYIgUBS1SBRiWdadRUYQCGRBljBBgIK9RYrdQYTEWkUAAoEshWg0euHChbnC1+122/zfYrE4K4BQLpftvrtCEKRSqSz+KzAMg+2RIJCjIElSr9crl8uNRsPuKbXLpVgsTlp6s4w6u6fgoihqLb0ei8VAPDYUClmftuyhQSAQR7GEcEQqldrZ2Xnuuefmnvn8888jCJJMJo/+pRDIoVEURZIk0NDcSepZkywSbzTbsaIoztLQBtTr9fX19SWM7JRQVXXMkrcmGo06puUGBHLCKIpSLBZ5ngf/LRQKCIIEAoFUKgVTIYbD4dQa/lkTjt2vmGEYFn6NYDA46tGQTCZB66PJ05LJpANkoiEQyLGyhLnyta997c7OzpNPPvncc8/dfPPNs067du3aE088gSDI7bfffvQvhUAOQbfbrVar5upKn8+XSqUoijrFUR0rc/WfzEGDqZsJM4PBYAljOj0Gg8Higlh+vx/GByCQw6Eoyvb29qS0eLfblSQpm80626s4l4Oq09td5qBQKPR6vVHlMAD8NxAIrK6ujg5iGHb+/Pl+vw+yhAzDwHHc4/HEYjG7XwQIBHICLMGyffe73/25z31OVdV3vvOdX//61ycFaRAEKRaL73rXu4BF8Y53vOPoXwqBHJR6vV6tVscO9vt9QRCy2axTNaLnGu3mOoK5HW50Xdc0zb5b0sVb+AQCgalTmXuQZbnb7Q6HQ1VVaZpmGCYUCmEY9txzxFe/yrzwAtJsIhcu4K94BfPbvy2xrGMFtCGHo1QqzXrcRFGs1WqpVOqEh3SmOJA0HY7j1jm6Z5xerweygcYi0uC/vV5PURSSJM3HV1dXV1dXZVluNpvml9yDpmnD4VCSJNDelmVZmEAEgSzCEizb17zmNW9729seeeSRq1evvvzlL7/vvvtGvX/29/fL5fL3vve9T3ziE/1+H0GQN7zhDXfeeefRvxQCORCCIEyatQBN0wqFwtbWliOXDZ/P12w2LU7gOK7ZbO7v74uiONfwQ1HU1uodi9vkc+uTnU273S6VSqP4NqhMrtcbjzzysv/5P/2jsPePfoR+6UvcJz/p+eIX+1euwMa/kP9EURSw4s+i1WrF43H7+siOzoGyiwmCsPXEa10DYhhGt9udWoWLYZg7zdpGo1Gv183F1QRBpFIp2N4CApmLlQbd4giCcM899zz11FPWp91yyy1PPfWULVyPrVbLvt0+SJIE05+maQeqKnQwhULBWrpsbW3NqcZMPp+flWZMkiSGYbMkoyZhWXZzc3N5QztpJEm6cePG1JfMaXIoil66dGls2y3L8nA4lGWZoiiGYRbRzLMpvV5vb29v8viXvrT2v/7X9L9+LKb/3//bicXsOmcuiKZpg8FAkiRd1xmGYVnWndvuucy6hcxwHLexsXEiwzmLqKr64osvLr4Bu3z5sn2N2+vXr1u3WAsGg+aEZIqiwHKsqmqn0zn28Z0xKpVKo9GY+lI6nbbFFvrkYVmWZdlms7kUowZyprAWn5tkORMly7KPPfbYRz/60ZEGwBher/eDH/zgf/zHf8Bn8pjQdX04HAqCYHcFxWNiboGoA1R/Z7G6ujpV4JcgCMMwxhr8WH+U3Z9fmqZnVWqZI/ahUMhs1qqquru7e/369UKhUK1WC4XCjRs38vm8I4VeDcMol8uTx7td8gtfmCkeVq9jn/iE5zjHdfq0Wq3r16/v7e1Vq9V6vV4oFK5fv16tVg+3kbKv53QRFlmGeJ53c6MEgiBm7ZdGmG8tW+/X597t4ATDMIbDYafTqdfrnU7HnZsZQRBmmbUIgpTLZUeuOxDIElma2h5BEA888MAHPvCBxx9//JlnngFqAUCe59WvfvWdd94ZDAaX9V0QM6Iolstls+XGcdwi7V5cxdw1cvEKTNtBEEQ2m+10Or1eTxRFwzAoilIUZXKBtM7H9vv9DniK0+n09va2xf3AsqxZv11VVdDgd+zi8Dyfy+Wy2azDonbD4XDqzul734tIklXu6D//M/3Xf21vgTELms3mpMFvGEa9XldVNZ1OL/g5PM83m01QvYzjOMuy4XDY3FDaGSz4UHQ6HTdnVyYSCVmWLdK2zVkk9g3YIghCUZT1CktRFM/zpVJpFNotFAoEQWQyGbfVl7ZaLYtXdV3vdDpQ2hACsWDJOvJer/fee++99957l/uxkFn0+/29vb0xby7P888+++zly5fnuoTdA0EQ1p5OUPUEYpiqqlIURZKkYxZUFEVDoRCIuEqSlMvlDmTJYxgWiUTi8bgDLghFUefOnSuVSpMZ2gRBRCKRSCRi3kRWKhVZlqf+cFmWK5WKw4SmZiUNFotzQrLVKjYYoF6vjSNLswB/6FmvttvtQCBgbkYiCALP86IooijKMIzP5wMCdSDYOzpN07R+v9/v9yORiMPklFiWxTBsbqRuatsb94Bh2NraWqfTaTab1lLJXq/X1nOvz+ezzorCcXx3d3dsJ6Oqai6XC4fDKysrxzzAMwR4KMZEpCdPgEAgsziwZfv9739fEIRLly6Nwhr/9m//hiDIK1/5Sthn7ITRNK1YLE5NUjIM44UXXviFX/iFkx/V2YRlWevMN4/HUy6X2+32aDeG43g0GnVeR1MLzdJJQqFQMBhkGMZJWi8URW1sbCiKAuKTFEXhOE5R1KSmi6IoFreNYRi9Xk9VVbu3mjQzO+lxvslq56iSFd1u1zoXtNPpgOXPMIxisWiuDASdxkKhEMuyZrPWTLPZpCgqEoksd9inCPCFzfq9I8xXVZIkoARLkiTDMB6Px2ET71RGPsfd3V2L4K3dY3ThcLjZbM5ad7xer0V5ZKvV8vl8zstrmAXYgVjc/M4uZIAsC1VVgYMVdDfwer1Tq9IcyYE3ZHfffXej0fjiF7/4zne+Exz5tV/7NQRBnn322VtuuWXJo4NY0m63LUwUTdOq1ap71gNrIpGIhYlC03S9Xh/zmoMLOBgM1tfXHbPHkiTpoD1pndpCkCTJuTmTszxHABRFDcMQRdFJTr1Zylhra3MCBem07vE4MGCLLNB6dHTC/v7+1Hmm3W5PHjeHZWq1Wjgcdsw8gyBIPB7vdruzUgDAbwcPoKqq5XJ57PowDJNOpz0ehxdvj0in0/l8fuqdlkwm7T4J4zi+sbGxu7s7mTnFsmwgECiVShZv73Q67tnJkCRpnV/msPoXyHHQ6XRKpdKYE4TjuEwm46QoxSwO7GMHKSXPPvvsMQwGcjCs2yogCOJCUcFZsCybSCSmvkQQBMMwk1sKYNLwPG8h52A75u7Rx3CzWIWiKLM0pc04zIPu8Xim7pxe9aomy1oVq//GbyyqsG07FtS/6ff7Fu6zyQ8x27Ggd+URxnjmQFHUovwY/HaO43Rdz+fzk9dNFMVcLnfQ+cq+EARx7ty5WCw26kCOoqjX693Y2DioLujZhGGYc+fOxeNxlmVxHCdJ0ufzpdPpbDY796/sYH3HSeb6SZ3kSIUcB+12e39/f3LF4Xk+n8/bWotuQQ4cs71w4cLVq1c//elPkyRpFkr97Gc/u3gtxJ//+Z8f9HshYwiCMHe6d7Aq0iEIBAKqqna73dFlQVHU5/PF4/Ht7e3J80FEDkXRZrPpmJzkg5phtpYtOSILbqeclIqMIAiKoqlUarJli8+nvuc9Ow8/fH7qu1ZX9Q98YPxyqaoqy/IisfEzztzxg3ug1+sd5VucN117vV6O42a5hzAMo2l6d3d3lmGj63qxWDx37txxjvEMgaJoIpFIJBKapmma5iShBwBBEPF4PB6Pjx2fuyq5SiQ5HA63Wq1ZswHDMFAcFGIBSDac9epwOAQb2pMc0slz4D3Z+973vve97308z3/sYx8zH//7v//7xT8EWrZHxDCMUqk01/XisD33oTEMo1qtjlXyYBgWi8VisZhFER3YWIANujP6lx70lnBPNuAki1gaGIY57xL5/f50Oj05w/y3/1b1emP/438Exy7MTTdpn/tcLxT6z5MNw2i1Wo1GYxTwx3E8EolEo1GbOko4jrMWLAWpkov3hZ6KTS+ONZlMZmroFfgN9/f3rY234XAoiiLQ33IPOI67IWNwxNxVye6usQNBEMTa2tru7u6kPU+S5NramsP8HZDl0u/3rbcu7XYbWrbjvOc97ymVSn/zN39j3XcbcqyA9X7uaW5uqGCmVCq12+2xg7quV6vVWq22SG6GY3zGQGNzwXQUFEXBLaQoimEYzoshWLOIF8AxwfwxQqGQ1+vtdrugPw1FUaAc7v771d/8zfb/+T/siy/SjQZy4YL+ilcM7rlHGu08gbkyllyqaVqtVuN5fmNjw472m8/nY1l2Vgx/1Jj0iFlejrTfcBw/d+5cs9nkeX44HOq6TlGUYRhg/7DIszMcDh15ZSAjOI6zLvlxW/4ty7JbW1tA5gP4BymK8vv90WgUhisg1sx1sMqybKG87QwO/JDgOP7hD3/4wQcf3N7eBsbVK17xCgRBHnnkkYsXLy5/gJBpLFKRheN4IpFwWO3WIeB5ftKsHbHgZtQxHnQMw6LR6FzNUkA8Hq9Wq/1+f6TWCJK3XbLRnBuMxTBsMrPOMVAUNVWRdX1d+9M/lfx+GkEQVdU7nf/fOtpsNmfVmgqCUK1W7djeBkXRTCaTz+cnNw0EQayvr4P5gaKoQ8+3Pp/PqXtWFEWj0eja2hrLso1Go9frTea6W+CwOnbIJEC1dZbnCNw/JzykU4ckydXVVQRBNE2zezdjyEkyd08L62xnQpLkpUuXzEcuXrwItZFPjEUW+2w2yzAMtGyPLqNFEMRI1cMBxONxSZKsawJB+mij0TAHq0GTm36/v76+7gYnOghUTu63Rv7OWZpkrsUwDOvYS6vVSiQSdtylkSQJYo+9Xg/YtxRFcRxnjqL4/X7r1mKzIAjCJR07URQd8zPOjR441eCHjEBRdHV1NZfLTQoWYhiWTqddlY08hmO86pCTYe7D4obkuyWsGQ/4H6daAAAgAElEQVQ99BCCIBYqiJClM3exB+sB9HYj/6UGfIjsi9FbIpGIkyYCFEXX1tba7Xa73RZFUdd1giBYlo1Go4IgoChK07TH43nppZem5mAbhlEoFM6fP+/sHSf4mVPDCOBm8Hg8sizn83kEQWia9vl8brD2rZFl2brCxzAMQRBseqFGlfnIjPnE7/fjOG5duUBR1FghD8uyrtq7j9XRWE+tKIra9G6BHAiKora2tur1erfbBfYtQRDBYDCTybhZnx8COSh+v79SqVgEZt3QQGsJe9M//uM/PvqHQA7E3O52wWDQScbYUZjb93wW4C0YhtldilDXdVDkpigKSZIej8fn84VCIaBtrqoqsGxZlh2JbLXbbYv9hKZprVbLwYm4CIKUy2WLsDZJksPhcJQQwfN8s9kMBALpdNqOAcllsYjmljMUgKfOJyiKrqysFAqFWe/CMGxzc1NV1eFwCFSjPR6P8xTIrDmQvzUajcKYlUvAcTyZTCaTSU3TcBwHGciqqsLmhRDI4pAkGQ6Hm83m1FdxHJ9aZOQwDmPZPvPMM+Afly5dcmH9w1mAoqhgMGgx46+vr5/keM4yk0GSA6HreqlUymazSxzSSSIIwv7+/tgVoCgqk8mALfXU0OvcPq48zzvYspVl2VoLd6rZD0S219bWjm1cZxFFUXq9niiKwEUy93xHhvoVRZFlmSAIv99vMTOnUimCIEAD7RMe4dmBIIgFBfkCgYCDJxnILHAcd1L5DwRywiSTSdDhcuw4juPr6+tuyA86zCbjNa95DfjHl7/85be+9a2gzP1A7O/vH+J7IWZWVlYURRkMBmPHURRNp9NQFXmEz+eba6dNZZRwOBgMZFm241orSVI+n9d1fSx5UpblXC537ty5Wa2M5m49HSMWPZV+v3+4N/Z6PZ7n3ZM/WalUtre3F1ekQFHUSUYd6G9Ur9dHgWgMw0KhUCQSabfb5uAkQRDJZDIYDJ7SSM8QHMdZq3diGMYwTDgchpcLAoFADgqQPAwEAp1OR5IkTdNommZZNhKJONKzPMkSfmSxWDz6h0AOCoZhGxsbrVar3W7LsgyqJT0eTywWg2atmVAo1Gw2LcK2s0pwzQdFUbSjZVsqlWYlY+u6XiwWNzc3p75xbkqts1MEZ90ti1Rrd7tdl1i2lUrlpZdeOtBbAoGAY1bWqf2NdF1vNpsMw2xubkqSJIoisNO8Xq+b09TNRKPRMbPfDMuysyYliHvo9/udTkcQBKB24/P5YHWVBYIgCIKgKArIB+E4Dl4uiN/vt3sl3aFZwibj9ttvP/qHQA4BiqKRSCQSiRiGoWmaY7aMywXDMND3fFbh6GgNsLBb7KjFNTWkb0YQhFkZpCzLWosnO7s4cNafe5HtgksafWuatr29faC3MAyTTCaPaTwnT6vVmqWELIpis9mEuTNTIUkyk8kUCoXJp4xhGLcl80PGkGW5UCiM9XQgSTKdTrvEY3ggFEWZVDqkKGp1dZVl2dMaFQRyuhzGFiqXy+AfIFloVHYLOS1QFF3QrAVhBMMwKIpiGMYlYQSGYba2tprNJhBSmpU8aWG32NFrMLdhN4Igg8Fg6uY7GAzWajULAw+oTzkSVVWtrXoIMk9jDEEQFEVHDxqGYYFAIJlMOinUP0uiA9ButxOJhB3njRPA5/NtbW3VarXBYKAoCoZhFEUFAoFoNApjTW5GVdV8Pj/pHFQUZXd3N5vNQmvNjKqquVxu8nIB0f5sNutsBzQEMovDrLtO8ru7h+FwWCwWzR0XgEiaSzTAcByPx+PxeNwwjJ2dnQXb/IIoLoZhc8WozyCLBA9FUZxq2RIEkU6nZ6m8JhIJJ1VLjtFsNo9SRWzHrPVDMLUfkhnDMLLZrKqqJEk6z4kGJKOszxEEwbXJYHMBYSUEQYAKQLfbHQ6H+XweuFyDwaCTnCC6rnc6nZEgNviB0OsxSa1Ws6gEKZVKW1tbJzyks0y1Wp11uXRdL5fLMLHfbWiaBqYaVVUpivJ4PIFAAKhJiaKoaRpFUV6v1+/3O9uHCOdWVzAYDPL5/FisUtO0SqUiy/LKysppDezkAd1cd3Z2FumSBx7+WCxmx1lgEVvCYvsYCAQwDKtUKubYL0mSyWTS2TmWRwzYOvvijFhENYqmaTu6hBZhEd+HM/obHTeiKO7t7Y2uFSigqNVq6XTaGX4BQRAKhcLYclOr1VZWVqBElhng4LA4QRTF4XAI45CAuZdLEARRFB3sg4aM0ev19vf3x1LtKpUK8B6OjrRaLVD34WAvPLRsnY9hGMVicdZOtNVq+Xw+N/RuHkGS5GRTeIIgzAHtER6PJxKJnPgYl8AiRsUsbWSAz+fjOE6WZUmSDMOgaZqmaTsa+QdirkFCEMSsc/x+v0uKweZumMAzdTKDOXkWcRs5+OcvC1EUgXj72HFN0wqFwvr6ut2fJkmSdnd3J/0guq7v7+/jOO6qldcaRVHmOoxEUYSWLUCSpLnyH5IkQcvWJfT7/UKhMLnPn/pMiaKYy+W2traclBpj5sBL780333z0b33uueeO/iFuRlVVFEUXvCn7/b514hwwbpc0NHswagqv6zqQlVZVdXt7ezKQOxwO9/f3M5mM7Sw6kiTNNtikPtYiWdagMBsksRAEYbuLMBdd1w+aKMtxnKqqk62k/H7/IVqgnX10XZdlWRRFHMdpmgaO3nA4jOO4xU7U2VMKRVFzG2VPbsEFQQApqSDn1nkBbZALJwgC6O7LMEwoFLKIDFSr1Vm7c8MwyuXy+fPnj22wJ0G1WrV4RsrlMpSxHbFIGsjiDcYcD7xcEDOVSuVAf25FURqNRiKROL4hnSIHtmyff/754xgHZBFkWa7Vav1+HyyWJEn6fL54PG4dHJhbEbdg0akjwTAMGDalUmnSrAXWYK/Xa7VadozcplKpUa3s5P4pGo1aGHWCIJRKJXMcG0XRaDQaj8cdsBXr9/vNZnM4HAJRcYZhIpEIMMYYhrHWlGZZNhwO9/t9nudFUURRlKIop0Zrm81mrVYz785Zll1fX/f7/evr6zs7O1PfBWr4T2qMp0MkEgFiilM11QOBAEmSo//Ksry/vz82FTMMs7q66pigymAwKBQK5nQG8JQlk8lwODx5vqZp1p3GgVvNvtdH1/WpP3B0w8iyPBwOoSoSADT4sd6dOzh/8qCYp5dZwLQRlzAcDhdRDB2j0+lAy/Y/uXLlynGMAzKXwWCwu7tr9nAritJqtXq93sbGhsXyPzfD5yh6Oc5AluWp1ZWjDWuz2bSjZRsIBERRrNfrky/5/X4L22NqYbZhGPV6XZIku3fmqFQqjUZj9F8QgOV5PhKJpFKpYDBoYdliGAYMYDfk8JfL5UkFYEEQXnzxRY/Hs7a2JknSZD9zgiCcXcMDCIfDPM/3+/1Js5amabN4gaIouVxu0nEGcnGz2ax1UYAtAGm3kwFYXddLpRKGYZP2myzLc4MMtk6nVBRlakTafMPIsgwtWwDIIbJwduA47rw0h0NDEATLshZxC3i53MPheg0qimLR6tLWHNiyhYnEp4KmaXt7e1OXSVVVC4XCuXPnZsXf5vrtoGNvblhbluVZrV/POIlEgmXZRqMxHA51XUdRFMQnLcRLrAuze71ep9Oxr/ZJp9Mxm7Vmms0mRVHhcLjT6cwybhOJxCLOcgcAAm5TX9J1/dq1a7feemsqlSJJst/vi6KoqipN0yzLhkIhp1bvmAFadI1Go16vj2bmyf5GmqZNzQcBqKpaqVTW19dPaNDHhkVeMYIglUollUqNHXR8qiTMFz0o8Xh8MBjMuibOSBdaIvF4PJ/PW7wKL5dLOPQ0Ai1byGli3YlEkqRerzfL2OA4bmrUznzCUcdncxZUOrWjZYuYoouqquI4Pnci43l+bmG2fS3bWq02dsQ8uddqtVAotLa2ViqVxpQnURRNJpN2DN0fDut+rcPh8JlnngHGDEmSgUAgFou5waAdYRgGSJkBuwqQ055IJEB5rWEYjUaj3W7P9ab3+31FUWztLjEMo9/vW5ygqmq/3x+LIC0SqbZ15H+R9FoHhOuXCMuyq6ur+/v7kxctEom4Z+5dEI7jVlZWyuUyvFwu53DzJEmSDuvGN8KWO3UXYl2PhCDIYDCYZWxMlfwdgaIonAEXMVltataaAT8BVK+NOitOJvvNrbu2b2E2+OFjB82mvqZpOzs7GxsbmUwmFovxPC9JEoZhDMP4fD4H3AOLM/evPIrRAS2KXq+XzWZtbaEtjq7r+XzenOsBctoFQVhZWfH7/bu7u9bV2mZEUbT1dQNZbdbnTC5DOI5zHGextJEkaWshXJAO6uAfeBwEAgGPx9NutyVJEgQBSLWFQiGYWDuVcDjMsizQjJAkCazp4XAYhitchcfjmatoOIkz2qpNxUUbNVsztxPJrGy3RqNRqVRmvQtF0XQ6bd9CpmUx12LBMMwBVo2qqsVicSy6wnFcOp02H5kbwTYMw6ZJLIu0GBVFcXd3d3Nzc6rZ7xIMwzho+b0sy4VCYXNz85iGdKYolUpTSxh0XS8WizzPL27WIi5OSU0kEhbZp5MJzLYjmUxub29b/EA7zqLHDUVRmUwGbLtVVe10Oqc9ojMNwzBjKzjEbYCEsr29vcXfQhCEg1UenRmJdh5zcwamniCKYrVatXhXIpGwb1rpLDRNEwQBNJ9YcHc+V1bOAVtPEI2cTBrkeX5nZ8d8BRYpzLbphmzB3JvhcOjO7VSv19vb27tx48YLL7xwiD+xIAgHsuhsiizLFreHYRhjeexzsbvXbJGstqlOIqBDNpnEDlyuDggpMAyztrY2+fdFURTE9k9lVBAIxGH4/f6VlZXJVXvqOk6S5MbGht3XHQsc+8McBsuy1knFU5OaarWatUlm37TSqei6XqlUOp3OKE8SRdFgMGgWdJnKrIj3CMMw7FtnC6hUKrOSVRRF2dvbC4VC4L8+n8/aIWLfxDCapjEMm9vgHkGQXq83uiBuAMiGHd2e53nevrfHgljXlCIHdIQRBGH3lFQURX0+n4U9DxrUTX3J5/OdP3++3W6DdErQ6TccDts6PduMz+fb2toatfkd5Ys65gdCIJCzAMhCb7fboigqikLTNJhqgCtWkiSzyqNTK2wBNt6pu4pQKNRqtWa9imHY1NDrXMlfa2vZXmials/nx2x1wzDa7bYgCJubmxbG7SIPuU3VcURRFARBFMV2u21xmlnqBtSUgu37ZNYxiqL2TWLBcdzv9y9ivznp0VgE4BIaO7hgzrn5NLB82toHNJdFctoXxxkSpolEguf5WTkyyWTS4jc6Oy8OQRCCIKLR6GmPAgKBOByKoiZb1Ho8Hrs7Tw+Kk/cfTsLj8cRisVkSxysrK5MOYMMw5mYGOiDJdkStVpsVgpYkqVqtmjtMjjG3o6DH47Hd7lPTtP39/bnxpRFmpZPV1VWQojxp1tq9MDuRSIDgydRXbVo/fERAZ+zJ40DZde4FMZ/Q6/V6vR6O44FAIB6PO9LEPZy3e+qVjEaj4XB4GYM6ZSiK2tjYKBQKY08WhmErKyuBQOC0BgaBQCAQV+HAbYdTAY00a7WaOWJAUVQymZws19F1/Sc/+cncmK1j9p0gNmtxQrvdTiaToy2pYRiSJOm6TlEU6HjOMIxFmM52u09d13O53IECj5qmja4PjuNbW1v1er3T6YCtKoZhHo8HdMc9lhGfFKDCJJ/PTzVuR7aHq7px8Dw/y8l1ODtf0zTQESebzTrvSh7O/22+kkAU12ESph6PZ2trq9vtgrxi0AYpGAzCtFsIBAKBnBgOMWxcQjgcDgaDoiiKooiiKE3TIJYoy3K/3wdmDJDIr9Vqi6Rczqp9sh3D4dC6eNIwjOFw6PV6FUWpVCr9fn90PsMw8Xg8nU7ncrmpH+L3+22ns9VoNA6aT0tRlNlpgqIoiLkBZ4qu64PBIJfLhUKhRCJh09xsANDe3N7etjjHdn/xo7BIt4AF65PNqKq6t7e3tbXlsDA4y7IkSVoU51u7yWKx2GTCmDPAMCwUCs0qUOd5vlQqDYdDUAMGbHto90J0XW+32zzPi6KI4zhFUZFIxOfzOWzegBwTIOdIkiRFUXAcB8WlYy1eRVFsNpug7R9FUR6PJxKJOM/rCgFAy9ZmYBjGsuwobmYYRqVSaTQa5nOq1arFkjBKiiNJ0nahyFkssufWNE2SpFwuN1YmJ4ri3t5eIpHY3NwsFovmlGYURaPRaCwWs90Se1ApIIIg/H7/WEpqsVgci4QbhtFqtQaDQTabtXXA3+PxhEKhWXF+lmVn5U+qqjpSYqBp2nY3xlQW+RUHNWsBkiT1ej2HJaNiGLa6urq7uzv1mnAct7KyMispgGXZeDx+/GM8c5RKpWKxOEoNUBSF5/lms7m6ugolgt2MLMvmh0VRFFEUe71et9u9cuXK6Y4NcvbpdDrmiQVBEDCxrKysjFxszWazUqmMzhkOh8PhsN1up1Ipx+yBIWZsvDeFIAhSqVSazebkcYsCWrCLJQhifX3d1pE3M4tYWTiO7+/vz1J/qVargiCALEGCIHAcB1EFO14iVVUP2rN7Ui++0+nMMvwkSSqVSmtra4cf4hkglUoZhjHpAvB6vWtra5PGnqIooFXp6AhBEPF43AFL47G6rnmed5hliyCI1+tdX18vFovmBw1F0VAoBKoeNjc3S6VSr9czvxoOhxOJhDO8IQei3W4Xi8XJ47qu7+/vZ7NZtwmcQAC6rs/yAbVarWvXrl26dOnkRwWxCzzPj5m1ACD1TxAE0Gwvl8uT7zUMo1QqAZ/+iQwWcnJAy9bGgPyKw703k8nYWgdoDJqmcRzXNG2W4A2O47quW3c5MostcRwXDAbtaNYiBxcGCwaDID1yOByCrB5VVa07IfV6PZDVc6SBniog8hYOh/v9/nA4NAyDYRiv1zs1C04UxXw+P+YWUVW1VCqJomghTmYLfD4fQRDLlfwdcUwfe+p4vd7z588Ph0NRFFVVZRjG4/GMcmsJglhbW1NVFbwKer3YdD45IoZhWHQR03W9Wq1ubGyc4IggZ4VWq2XhhG00GmbfEAQyRrVatdjtVCqVuS0Mq9UqtGydB7RsbYxF/8C52DqVdBKQNmyRhh2JRCzaJk3C83w+n89ms3bs+oXjOFC1tT4NwzCGYSKRSCAQQFE0n8/n8/nFv0UQBFtbtgAURRVFkWVZ+S8wDBvT9QEO4FkWWqvV8nq9tg5LYhiWSqUKhcLUVymKmpsCYCGhbMcnaEFQFDXXhkxCEISTNKIOhyAI1t6NwWCgaZo7zX6XM9dwbTabruorDlkcRVGsYxWgFsZ68ZIkSZIkWHDrMBxl3riNo7Tc3N3dXV9fd9LzHI1Gh8Ph1JXS5/MxDFOr1Q70gaASIxKJLGmAJwewzSz6/aAoeu7cORC013VdkqRutzvLsJmFdVDXFoyV38iyLMtyr9cLh8PmMKwgCNYraKvVsrVliyAIGH+pVBprSerz+aLRaC6Xs377mFlrNnTtLqYNOSKLuEWA9MvJjAdydpi7iLitrzhkcRYpubJeuAFA0G4ZI4KcFaBla2OO0o0WyDacP3/eMREVFEUzmUyr1Wo2m6Mpj6KocDgcDodv3LhxiM/sdrt2tGwRBInH4xatXCKRCMMw3W4XSChPLVOZWw1o97A/z/NTy28QBGm1WjRNj/70c/tCg2Rmu9dPBgIB4BABIpM0TXu9XmCXHlQYeXQpQGPbYxmu3ZBlWZIkkPROkqTd75bFcc8vhRyUuXuYgwpGQCBmFtnfwgnKedh7b+pyjpgLqihKs9mMxWLLGs+pg6JoJBKJRCKapsmyTJIksL4Gg8HhAoySJC17jCeEx+NJp9NTxRX8fn8ikahWq/V6fdbbF5nr7R6Lsy6/qdVq4XAYXIe5af+6ruu67oCgE47jU9sdEQRxuC3mysqK3T0gkwiC0O12RVHUNA3Y/6FQyOKR4Xm+UqmYo080TSeTScc0XbNmbjwEdLA7mcFAzhRzDY+xFBIIZMQik4bX613K50DshdP2HK5isk3LQen3+06ybEfgOG4W2zy0gXqUqPipEwwGGYZpNBrD4VCWZdDnLRQKBQKBbrc7adYeKOro8/lsvR6oqjrKU5r6wzVNEwTB6/V2Op259w+Kog4way04xP6SJMmVlRWHGW9ATtOsGS6KYrfbbTaba2trU5+IqXn+kiTt7u6m02k31BB6PB6api0eIlDnf5JDgpwR5k6bh2s2BnEDQMXA3K1gDCCCYH0Ox3HO871C4F/UxnAc5/V656ZKWuCSVJ9DG6h2V0hiGGZ1dRWZMN7GGiADRifMNXGB0bLUkZ405hj+rB8ry7LX653V+sgM7Fni8/lYlh0OhyiKUhTl9/sZhnGeuVKpVKbeD8BSPXfu3NhOXVXVqd1uAKVSieO4kZyyg0mlUru7u1PnYRzH3dngF4IsUNLivDkEskRSqdT29vYs94csy7u7u16vdzgcTnXO4jieSqWOeYyQU8AhNZauZWrjzbmG3OgElywbhzZQHVMiaP5Da5pmLatgcVeAjp1bW1t2344vcucDK2URCRNbx/YXYW583uv1xmKxtbW1TCaTSCQ8Ho/z5hZZli1yZGRZnuzB1m63J3ddo7vFMIwjJt3YBY7jpk4aNE1ns1m7OxAhh2bun97uNS+QY4Wm6Y2NjVm7EVVV+/1+tVqlKGryTqMoamNjw9apZ5BZwJitvcFxPJPJ7O3tmQ/O3VOOTnBSS1sLOI4D3W4P9C6KomwqH2XNIfqLBgKBYDBIEIRjAnE0Tc9VRQJr3iLpcMPhUFEUu1v7FgQCAUEQZr2KYZgbWgL2+31rF0av1xsLP069aOYnyOKqOoxQKJRIJHK5nCiKiqJQFMWy7NTe0RD3EAgEJv1BZqLR6IkNBmJHWJY9f/58t9tVFKVer0+doofDYSAQSCaTo5Xa4/HAycfBnGnL9o/+6I/GbLZJ/uIv/uLWW28F/zYM47HHHnviiSf29/d1XU+n03fcccddd93l7BK4kSDQ4d679PGcQVAUTSQSpVJp8bfQNL22tuYY4WgzB30cSJJMpVIOq0VBUTQQCFhkGrMsCyxbkiQXSdqXJMnBli1N0wRBzPKJRKNRN4Td5t4Gk6Wkc71ph3Az2QtVVdvttiAIiqIwDAMkymD2/lwMw+h0Ot1uV5IkTdMYhvF6vZFIxGHzMMuywWCw0+lMfTUQCESj0bkCfhCXg2FYKBRqNpsWnsdutxuLxVyy44U4Z5bUNO2v/uqvfvCDH4yObG9vb29vf/e73/3Lv/xLZ2+8YrGY1+sFWkGLiwB7vd6pOqiOJBwOq6q6SEtbr9fr9/tDoZAjzVoEQQiCIElywfuEYZhMJuOw7RQgkUgMBoOp5gqO4+l0Gvyb47hFUkYdnJBcKpVmXQEURaPRqEvqJA/xJ5774DjYG4IgCM/zhUJhZN6DxH4gyJ9IJE51aGcaXdd3d3fNChqCIAiC0Gq11tfXHZagC2baSeM2FApdvnwZRtUgCwL81BYqIb1ezyVZipAzvWH9kz/5k1mCiteuXfvCF76QyWRe/vKXgyP/9E//BMza3/md3/mVX/kVDMO+/e1vf+ELX/jpT3/6xS9+8T3vec/Jjfs0YFl2bW0NQRDDMPr9/txYt9/vT6fTrlo24vE4hmGVSsX6tJWVFceXXkQikbnXAfkvA8+pV4MgiI2Njf39/bGMUJqmV1dXR786Go222+25Vo1TfWf1en2WWYth2JUrVxxs0o8x90GYPMHr9fZ6PYu3OMxKGWEYhizLe3t7U5P56/U6QRCOrPVYCsVicaowpKZpe3t7W1tbTnI1oii6uroaDod7vR7wfVAUFQqFMpkM4oKkBsiyAM56iz2tSwRTIcgZt2zPnTs39fhwOHzooYdIkvzgBz8INhOCIHz1q19FEOS3fuu33va2t4HTfvM3f9MwjC9+8Yvf+MY33vrWt7okPgl6uhIEkcvlxjadGIaxLOv1er1er1N3VNYEAoFyuWwx9xEE4VQTxUw4HOZ53kIKH6BpWqFQOH/+vFM9IBRFbW5uCoIAGiORJAmy/sy/l6KoTCZTKBQsTDiaph1p/6uqCrpDTXWE67perVZdErBFEMTv91cqFYvbYHKJCQaDtVrNIid5OBweqNvWGafT6bTbbUmSVFW1rmOv1WoOzos5CqCP1KxXVVVtNBrJZPIkh3QCgAYto/+6YRWGLJe5syicbdyDLf/Sn/70p6vV6u///u9vbGyAIz/60Y9EUcQw7C1veYv5zDe96U0URSmK8v3vf/8UBnp6rK2t3XrrrZlMhuM4hmH8fn8ymbx48eLGxkYsFnOnWYsgCDBdLE7gOM4xu8wxut3u3t7ejRs3rl+/vr+/7/P5otHo3B8ry7Ljy5xArRfDMEDeFnR2MW/K/X6/dW8A5200AYPBAFyHWfdJq9VyT8yWJEkLM55hmMkgJI7jU+XrR/T7/VlFhvbCMIxCobC/vz8YDECczVp6TdO0uZ41d9Lv92e9BJ41ixMgENcyd1sLU5Hdw5mO2U7le9/73hNPPPHzP//zd9111+jgCy+8gCDIlStXfD6f+WSGYX7u537uBz/4wbVr197whjec9FhPFZZlNzY2HNO35kDout7tdofDoaqqQAcvEAigKKrrOkhZmRUnWbxK2UYoipLL5cypOLIs93o9mqY3NzcLhYJ1ls5gMHB2vsNYNSCgVqtlMpnRYhkOhxEEqVQqY/t1DMOSyeTYtOMY5qZvqaqqaZqTciOticVihmFMKnCyLJvJZKZOKYZhWBv/rVYrFAoteaAnTq1WW8QFZp54HTnZHh2Lhw5cOphUCYFMEolELEo/XCLgDwHYbEeiKMqnP/1pFEX/4A/+wLyNAJVg6+vrk29ZW1v7wQ9+YCGCCnEYUw2VarWayWSGw6F1DEoQBF3XnZS1oijKjRs3RvaYeWcpSVKhUJjb1cbZlU6CIOzu7k7aHoqi5PP5zc3NkR7yd3oAACAASURBVKM3HA57vd5mswnaloD4fyQScWQeMmCR/AWn5jjMIh6PB4PBbrcriuJItNYi18O6dzSCIKIo2j0hWdO0RqOxyJnmnwkttKnMXX2ctDxBIMsCKGLMSoFJJBLu8cBCbPaX/pd/+Zdarfb6178eqAuMAIbr1MgJODjLsr3//vtBIdkYH//4x0GUxo6Mdg8Yhjk72jZJr9ebKluiKMru7u5cK84wDI/H46SmFD/+8Y/Nv3psAy1J0tyKJo/H4+C7KJ/Pzwqp6brebDavXLliPgg0Xe1uiiyIruvWSmM0TbtTB2jx6uK5TlXDMHw+n613Xdb9NmbhwuVpEURRtG7xynGc46/baHYFbaJOdzAQW4Bh2Mte9rIXXnhhbEuP43g2m3VqxRBkKnZaTQeDwZe//GWKot7+9rePvQRitlMtW5CBMGt78dJLL01tc2oYhq23GgAURR3wKw7Ezs7OLPN1bm9JAEmSjrlo/X7fuigLRdG5OYHBYNAxF2QMQRCsi/06nY5hGKA1i2EYlUqlWq32+30Q2KcoKhqNrqysOMkVYgY0qrWIrcXjcafeGyeJ3Zebw6V1uHB5WoREIpHL5SxWK+d1F7cA3iSQA3HlyhWe5zudjiAIOI6DLtDObq4GmcROU8ZXvvKVfr//lre8JRqNHvS9zs6ohADmGipzIUnSScmlRxensVbNsTtj/X4mMQxDEIRAIKBp2nPPPWd2kGmaNhwOgWrO2tpaNps95sGeAhiGnT9//vnnn5/6qsfjmVoAAjGziGyJJEm2do4cLj8WbjenQpLk1tbWiy++OPXVUCgEWwFDIBZwHMdx3GmPAnKa2MaylWX5m9/8JoIgv/7rvz75aigUqlQqU60aELOalVr8Z3/2Z1ProHAct68CIUEQYJ+k6/rUtnhO5eiGXCgUcpJi5xH/+iiKrq+vzy0UtC+L/LTBYIBhWD6fn5X3YRjG7u5uvV6Px+Ner9cxAoygM7YoiqCsdCzd1O/3X758GcMw+86TJ4M5a30yiR0ckSTJ1pdxccvWfAVIkrT1rz4+OI5bX1/f398fi9yGw+H19XUnrVCzcO0eBnJoKIqiaRpOKY7koCKdtrFsn3nmGZ7nL126tLq6Ovkq0Jacek9bW7a333771OOtVkuSpMMP91TRdR2sCoZh2PdXHIIjSpJQFBWJRFx1xSxgGGZlZYVhGAdfkAUVknq9nnXlG4IggiDk83kEQfx+/8rKit0z6HieLxaLY5nqNE0zDENRVCAQAPOwqqoOvj2OjiAIZsXgyfsNRVEMwzAMs/VlxHHc4/Es4icy1096PB5b/+pjxefzXbhwged5URR1XadpmmVZhmFcIigNBC8QBNF1Hd4kkEXAcRxBEFmW3dOIzj041rIFAdvXv/71U18Flm2xWJx8CRy0rxwUZHGO0t4dw7BsNgsmR2dgGMahvfuJRCIWiy13PGcQYKdZOERYliVJcq5Za6bX68myvLm5aV8JU57np+pFS5IEstOdlLF/TOi6XiwWJxvhTIZtg8GgA9TIVlZWcrncXIm+Eel02kmT7XGA43ggEHBn3z4IBAI5NPbYe+Xz+RdeeIEkyV/+5V+eesLFixcRBPnJT34y5jZWFOXZZ58dnQBxNsBQOdx7/X6/w+q+9vf3YWbOXCwkE1EUBSVtB42TiKI4VXHdFhiGUSwWZ7m9eZ4Hcn0Qa/b396f2dx0zYimKckbZpMfjyWazky4PmqYnf/L6+jrsLQmBQCCQ48AeMdvvfOc7CIJcvHhxlszGK1/5SoZhRFF88skn3/SmN42OP/3006IoEgTxi7/4iyc0VsjpgaJoMpnc29ub9eqs/TqKog4LUQ4Gg263e+hYkN2TaRcHJA+Xy+WxewPDsHQ67fV6kUO1bG232/F43I6xuH6/b23JdzqdVCp1YuOxI/1+v9frzT3N5/M5KXTp8Xi2trYEQRBFUVVVkLvOMIymaaBPuMfjUVUVLOKgiy9N0/ZNbYBAIBDIGcQe+1cQdx1rLGmG47jf+I3feOSRRz7zmc/4/X5gx/7oRz/6h3/4BwRB7r77bpCu7Ax0XW+324PBQBRFDMNomvb7/TBnCeD3++PxeK1WGzuOYVg8Hq/X61O7KaRSKYclWE6NFy0OsOhcQjgc5jiu1WqJoqgoCkVRDMOEw+FRDP8QurWqqqqqascsAFEU554AC5msmfv0cRznvDkHQRAURb1e79jsgeO4z+djWZZl2XK5DHJJRnnLLMsmk0mWZU9jvBAIBAJxGjawbHmeBwr4N910k8Vpv/3bv/3SSy/98Ic//Nu//VuQkgrK517+8pf/7u/+7skM9QSQJGl3d9dcGSiKYrfb7XQ6mUzG5f5vXdfL5fKkhi3HcSsrK0D5plKp9Hq90dacZdl4PO48jfijqG74fL6jVCzbEYqiLNKSOY4jCOKgncMWrzk8U8wdtmEY0LK1ZpGnz3lm7Vz6/f5LL7005lsUBCGXy6XT6WAweFoDg0AgEIhjsIFl++Mf/xiobly6dMniNBzHH3zwwccee+xb3/rW/v4+giDnzp2744477rrrLseke+m6ns/np+YK9vv9YrGYyWROflRnh0KhMLWylOf5Xq8XjUZJksxkMoZhyLKsaRrDME71Bcy1PXAcnxq+pigqnU4fz6DsCoZhKysrhUJhcYsORVE7BmyRBbqMEgTh1KdmWcy9TxzpGgA/alYGvq7rP/vZz6bOOaC0m2VZtznUIJAFAX5V91QJQSBHwQbPye233/71r399kTMxDHvjG9/4xje+8biHdFo0m02zWTsms9ntdqPR6CEyJ51Bt9u1EEyqVqt+vx/snFAUdXzAhKIoQRAsTuA4jmXZRqMxuqMwDAsEAslkctITpCjKZLKuq1ZZv9+/trZWLBYXjNyyLGtT829u/oLzEhwOiqIooiiSJDkpjwSgKMo6qdtJJpwsy/V6fTAYyLKMoijDMH6/PxqNjl2Zdrtt0RbIMIxmswnrtyEQM7Is12o1nudHlq3P54vH4zZ1m0IgJ4OL9qYOYMxym9xU9Xo911q2nU7H4lXDMEDY9sTGc7oEAgHrCzIYDFiWvXjxoizLsiz7fL5wONxqtSajSe12u1QqjY6Logj6u6bTaYcJnMqyDPbfU6ttfT7fxYsXy+XyIuLA8Xj8mAd7XNA0HQwGZ908ztNaWxzDMBqNRqPRGAUeMQwLhUKJRGLMi+H3+60VpBwji8DzfKFQGF0QwzCGw+FwOOx2u2NN1CwuCHDRHrpFGQTiSIbD4e7urtmXqqpqu93u9/vr6+uu3elBIHOxZVTBtVg03lzkBMMwut1utVotFArVarXX69m0FHAqc2vbXNXw3efzWcfWVFUtl8uFQoEkSY7jPB7P1OgTyHKfNHc1Tdvf37cOC9uLTqdz48aNer3O87wkSf1+v16v37hxw6wGhKLoyspKJpOxiFejKJpKpWwtwbWysjJ1/CiKZjIZx+c7TMUwDDBtmvNpdV1vNps7OztjSbaBQGBs32l+guY+m3ZBUZS9vb2pCcaiKBYKBfMRi2QHMPNM/RxnoyjKQav3IS5B1/W9vb2pt4eqqnt7e07avEEgywXGbO3E3CYiFicIglAoFMZqdEHdqTN0KedO9GMnaJqGoqhNU0YXIZPJFAoFcyRkLH0dQZBut8uybCQSmfUhlUpl1ku6rlcqlc3NzaWM9nTp9/ugOH8MXdf39/cJgjBbeoFAwO/3C4IgSRLocaIoiqZpIMwbi8Xs7k3HMGxjY6PVanW7XVEUdV2nKMrr9UajUXeatQiCtFotEHWcfIhEUaxUKubqdBRF19fX9/b2Rq6f0Vs4jltdXT2pUR8vjUbDYtbleV4QhNHiMlftwj3VDbIsV6tVnueBMU8QBMdxiUQCpphCRnQ6HYvua4qitNtti4UbAnEzbllLnAFN09atJmftO0VRzOfzk7sQRVF2d3c3NzcdsGGlKMra/z1SzAZxOXAlKYry+/2xWMwxMmMjcBxfX1/vdrujoOtUx0ej0Zi1QIqiaB3oFgRBVVUHbEktDHjDMPb39y9evGg+OOpuEg6HwRFd153kJUFRNBKJgBtj0pabRNd1FEXt2L93QZrNJvjH1N/Y6XTGCtQJgshms93/x97dx0iS34X9r4eu6urnp+mZnqee2ZndPd/t+eGMQ5AtC4SQLIhljBwcdEjnxJESHTIRCCtgGQgIK8bonEQyJMQkOgwIbECC+wMQCRdLsSOC784X+zB7Wt/e7jz0PPTDTD93dfVD/f6oH027H6pnd2e6u6rfr79uq2rnPtPbXV2f7/fz/XxLpWq1quu6tbY/HA6HQiHXvEoT64crlUovsw2FQvl83uZip48HXVCtVtvb2+v/Lm6328VisVqtbm9va5o2w9gwP2yahlhqtRqZLTCS4x9JF0o0GrV5mBBFcdzyrePj43GD651O5/j4eHt7+1IinKFQKGRfHBsKhWq12kD5nGEY+Xy+XC5vb2+7qa2LRRRFj8dj34i11Wo1m83+efteJmOT1vauMQzD6ZntxAS+1WodHh7aT7W5Ka0dMLESpF6vt1otK3mLRqPxeNxlr0ar1Zq40KNWqw0sOxdFMRqNungzG/th1oELEolEJpMZ9zJaIymXGdxcarfbBwcHI7+LrRLTGzduuGbgA49iYpn6xE8fsLBc9fzhepFIxGb9XjKZHJmbGYZRq9Vsfmyv856j9Tf7GSZJkvXoMHI1l2EY+/v7rtyK4yL/stZrUqvVDg8P79y583d/93evv/76vXv3bEYK3PT4ZT0i2P/rF4tF+55ACyibzf6///f/SqVS7wW06nLv37/vsjWTF/8QLZSJ4xf9F0iS9Pjjj4+7b6ysrCzCdOX5+bnNe8kwDPu2f1gcE4vI3FdlBlwWMlsnEUUxnU6PbEhrrfETBKHVag0M5k3sOyW4oruSVXw7Lrntdrv9PTyH6bo+sf7HiS7y/SdJUqFQeOWVV87Pzw3DME2z3W7XarVeBeY4bto/aWKufpGWyAui1Wrl8/nXX3995OxTvV7PZDLTj+rqXKQqYQEfNCfmogMFxrFYbHd3d6Ctg6qq6XR6QbrW2w8xCxco8MaCmFicvyDV+8BDcHYZ4QKSZTmdTh8eHg4M7lqzjqIoWlNPiqIsLS1tbm62Wq3+5q7juGO6UtO0tbW1vb29kWcn/o7VatVl29gIguD3+3vvipFkWe52u/fu3XuI94CiKC54oLdPznt11xOfSl3PNM1sNms/72Qpl8u6rrtmFk5RFEVRbMr/rHXX0wxpHsTjcZtMTJblUCg0cNDn8+3s7LTbbaszmaZpiqK4qQDEnvXBsVm4TokpLNFoNJ/Pj/tStvYbm3JIgFOQ2TqMVe837nmidx9stVrHx8fZbLbb7Y67OfZ/v7pmien5+flD/11XPlXIsmy/t208Hrf5BrXnjo0HVFX1+/3jSq97nxHTNF3WJurims1mtVrN5XIXX7ZQrVZdk9kKgpBIJKw2YyPTkmg06oIhngcVDodtdu5dXV0dN9dtdQO+ytDmlHX3sMnkF/BdhJG8Xm8qlTo+Ph55dmVlxTXPbMClI7N1kvPz8+FeUDYDwPZLv3p/y+v1uuYuqev6Q//dZrNp7eBiGIbX6/V6ve7YhmF1dbXRaIwsOPf7/clk8vbt2w/3k9vtdqfTccHTWCqVevPNN+2vcfceUeN0Op2jo6OL1H0McNk4USKRqNfr5XJ5+GZrPYPOJKrZMgyj0WiMPJVMJl3cOuuh+Xw++zaH7tiBD5cikUjIsnxyctI/nujxeFKpFB8uwAaZrWNUq9WB1WtWTvvopVyrq6uP+BPmx6P0cTEM44033ug/Eo1GU6mU03v/yrJ87dq109PTYrHYm5u1mpGurKx0Op1HqUV3Rx273+9fXV0dN0BuWcByU9M09/b2rGfxi+z9089lowCiKG5ububz+UKh0HvQFEUxFoulUimX/bIXYZrm/v7+uPGLs7OzRCLh9DvnpYvFYmdnZzYlpmQs6BeNRiORSKPRsIbsNU3z+XyLU70PPBy+eBzj9PR04Mij3+AkSUqlUm4qDPN4PJfYpLRYLOq6fu3aNadPS3o8nvX19VQq1Ww2ezPS1uP4ozyUy7LsmofXRCJRKpVsZlQWpMlNv/Pz894L8qB3G5/PV6lUms1mu932er0+n8/pxcmiKCaTyaWlJausw+PxeL3ehX3KrFQqNgUynU6nUCisrKxMM6T5p2naysrKuN2zV1dX3VElhEskiqLf72cyH7g4lzyVul6r1erVfT3o5Mk4sVhsaWnJNb1tLcFg8HL7POu6fnp6ura2dok/c1ZkWR7+jpQkSVVVqyXyg76vhjvEONrm5uabb745choqmUy6aQDogh66HbTH4zk5ORnoyh6JRGzWXjqFKIqqqrpm+cZDm9jFt1qtktkOW1pasj4d/SWmqqqmUin39S8EgOlz9kPG4uh/2r6sWYJyuSxJ0srKiptK6ZaWlmzKvR5OsVh0d8FhLBY7PT190PeVLMvLy8tXFNJMKIqyu7t7cnJSKpV6byGv17u8vByJRGYb2/SZpmkzSGQ/DtLpdIZ7TZVKJcMwrl275riPUrvdrlarzWbTNE1N0/x+P5ntxHXULtgj/VG0223DMGRZVlV14JNilZjqut4rMdU0bWEn/wHgcpHZOsNVfO1ZBWPVanVnZ8fp1bY9iqJsbm4eHBxcYnLb7XZ1XXdxOdDS0lK1Wh25q40kScFgcLj9qcfjSafT7nu+93g8Gxsb6+vrhmF0Oh1VVZ0+x/gobD5E4+5Iqqqapjku7Wk0Gvl83lkDIvl8/vT0tP+l6K1RX+RsZOJXhuPGLy5LqVTKZrO9USFRFK1+Df2vmCiKPp+PLUkB4NIt7kObs6iqKknSVWyy0mw2M5lMOp2+9J88K+FweHd3N5vN1mq1y1pz647tbcYRRfGxxx47ODjI5XL9xxVF2djYCAQC9XrdWnJsrZn0+/2xWMzFKZ8oii6r0n8IoijKsnzBT1AwGAyHw5qmdbvd+/fvj7zGmuYtFosOymyz2Ww2mx04aJpmPp9vt9sbGxsziWoe+Hy+3l5iIyfwXTwUaOP09HTgLmqa5vn5ea1W297edt9QIADMG9c+m7qMLMsjp84uRblcNgzDTV+6mqZZuXqr1Wo2m3t7e484heviLM7i8Xhu3bp1dHRUq9WazabVHScYDFoPrIvZwaLTEfb35Tt35GjUfOyxdjT6HW8ha2ay2WwqimINPM0qzqsTDocvskF0MBjc2tqy3iqFQmHcZdYF1mS4I4pEms3mQJbSr1gsRqPRBVx9bYlGo9ls1hr4GDl3HYvFph7UjFl7Po88ZRhGJpO5du3alEMCXMk0TcMwdF2XZVnTNNc/oeGB8G5wjNXV1UuchBxQq9XclNn2KIqiKMr29vbh4eHEhWHjlg5aad7VBDhf3LSz8SP6nd/Rfu3X/Ken/3++KorCD/yA8au/WkunO9aU3fDuLysrK45I2C4umUz27xRl6f+YyLIcj8eTyWTvyEWqG7rdriNeqOHfffiChc1sZVleW1s7ODgYeTaZTC7gWFg+n7c5W6vVGo0GFcjAIzo/Pz89Pe1fyR8MBnd2dhbwnoORyGwdQ1GUnZ2dg4MDm70WRvL5fL2+yuO4u9tHIBC4efNmqVTSdb3Vaqmq2mw2hyfAx62a639wxyL45CcDn//8dzyAmqbwP/+n+vLLygsvFAOBewNvHtM0z87O6vW6CzaI6qeqajqdPjg46M9Xrc9CIBC4ceOGtbVP/1+ZuG2JKIpOGV+f2EDrQW/FLhOJRCRJOjo66h809Hg8yWQykUjMMLBZGdmqYOACMlvgUZycnAwPIVWr1b/927996qmnZhIS5o0znjBg8Xq9u7u71Wq10WgYhqEoitfrPTw8tP9bfr9/Ymbrpsfxkaw2Hv1HCoVCr5rORiwWi8fjVxka5suLL6oDaW3P+bn4r/6V/zd+oyJJI2b4dV0/Ojra3NycSphTEgqFrl+/ns/n6/V6s9mUJMnn8yUSie3tbVEUh0fErAp2m6nOXon7/LOZf7Z+BXcvv7+IUCh08+ZNXdebzWa327U2LnZlZf5EnU5n4pqXKyq5AhZEtVodVxnR7XZv3769s7Mz5ZAwh8hsHUYUxVAo1NtH1DTNTCZj/4VqrUOwn14IBAKXGaUTJBKJaDTaaDSsmRlN05rNZqFQ6O3s6vV6l5aWBvJh1+t2u9buJl6v1/XjHSP91/9qN6ny+uveb3wj+tRT5yPTs1Kp5IItWweoqmrt59xL5oc3MunxeDzxeHzcaltRFB3UPmri/DOl+wJtfv+eJEn2YzrCAveLBi6FTR8HQRDq9Xq1Wl3YFSLocdUT2AISRVHTNPspWZ/PpyhKJpMRxiwlDQQCC7KOdIDVl6t3HwwEAvF43OoM5PF4Fu0ppFqt3rt3r1qt9o74/f5UKrVoa1f+5m8m3BVfey3y1FNj+yrV6/VwOHzZQc2FC861rqystFqtkdX+6+vrDkqBQqGQfQOt3ggjIIqi3++3L0hewBFk4BJNLD+s1WpktlisZ3dXsm9BqapqMBiMRqNW7jr8bCrL8iLvXTFMFEW3trq1US6Xv/71r/entYIg1Ov1e/fulUqlWUU1fYYh1usT8rdSyS71dfeS9YuQJCmdTm9sbASDQVmWrQ9ULBbb3d11VgVEKBSyGdZRFGUB2//Chv26lcXsMI+Ls/r9VqtVq3Bs1uHMo4lfr3z/QmDO1gVisVi5XB7ISSySJK2trYmimMvlhruhWPO3siwvZtEpejqdzt27d0cuGrTK3f1+/8TKTHdQVTMYNKtVu+Q2GrVrsu2yUuSHFo1GrTx2XMvx+SeKYjqdvnfv3vDN0+qttWjjX7AXiURqtdrZ2dnwKVmW19fXpx8SHME0zWw2e3Z21luJLctyIpFYWlriJtPP4/HY564L8qACe3xmnMo0TWtUz3r8isfjA4+PPp/vySefDAaDrVYrm80O/4Te9pL2SxfgeqVSyWZLpG63O/JZza3e/e4Ju0O94x1Fm7NMywxwaFpr8Xg8169fT6VSgUDAWqHg9/uXl5d3d3c1TZt1dJg7a2trwyvtw+Hw7u7uYi75wUSmad6/fz+Xy/U3GOt0Otlsdn9/n8nbfv31/CNfGQr+ITBn6ziVSsWagLVugl6vNxwOLy0tra2tJZPJRqOh67qqqktLS5FIpNvtnp+fVyoV+5tjqVRKJpPT+g0wd0ZO+PebuJuFm/zETzT+x/8Y2xnoHe9oPPnk2PLsaDTKnK3LiKK4tLS0tLQ060DgDIlEIh6PG4bRbDatvdCpiurpdrtWl/Vut6tpms/n44aZzWbHfcNWq9VsNruysjLlkOZWIpHoLY8aHjMNhUJkthDIbB3ENM29vb2BJKTZbOZyuVKptL29raqqoijhcFhRlEgk0n+N/U82DONKIoZDTNyLYqE2q3jPe1o/+7P1z3xmxNRrKtX9rd9qSFJ4uD2SIAiapqVSqasPEMBcs1rrM0k74Pz8/PT0tL+aVJKkZDK5tLTk6MqOR2Gapn3R3NnZWTKZpCbZ4vf7V1dXj4+Ph08pivLEE0/U63VmucGnxTH29/eH59asz7BhGAcHBw/9ee4VNmNxWFXomUzm8PBwYuK6aHMOH/94/fnnK295yz+8LKpq/tiPNf/X/ypub3c3NzdTqVT/VIMoivF4fGdnh/kHABhmfd0MLJLsdrunp6cnJyezimrmGo2G/bbYnU7HfsvGRWPtpt7fY18UxVgs9uSTTzqo8T6uFM9hzlAulyuVyvDx3khno9GoVCojtxuZOHJsszslXOn09DSfz198OGMBK3ze//7m+9/fPD8Xv/1tTyTS3d3t9JLWXnlqq9XqFRzyCQKAkVqtlk36WigUIpHIYnYouEgv34WqmboIa7PGbrer67osy9YTLL2j0ENm6wzFol3TGku1Wh2Z2QaDQfsd5N26/SZGOj09zeVyF7/empC8unjmWSxmfvd3j20opSgK36YAYK9YLNoPpJ6dnS1mZnuRMp9Fq5m6IKuf36yjwDyiGtkZJq6VFQRhXHtbq6HUuL9lfxYu02w28/m8MKav4Ehra2vkbwCAh9NoNMadsr6JFrbgVtM0+zW0kiRRZAs8EOZsneEieYjN/TEcDtdqtXq9PnDc6/Wm02lGBBdHqVTqbRY18WKrJVIwGLz6uGbD+lA0m01ZljVNC4fDfBYA4HLZLCW1vokWtuBWkqRYLGbTRCqRSLDUBXggZLbOoCjKxA7GIwf2TNM8Ojo6Pz8fOO71ehOJRCwW46a5UC4y+W+JRCLr6+tubcnYarUODg4GxnpOTk5WV1ej0eisogIA95lY9bPIZUErKyuNRmN44kEQBGv37OmHBDiaOx9b3ScUCtlfIElS/04/PYeHh8NprSAIzWZT13XSWoxTKpUODg5mHcWV6Ha79+/fH36S6HQ6h4eHve3yAACPbuIDzMQLXEySpGvXri0tLfWPI1v7IV27do2HNOBBMWfrDPF4vFAojFtJKwhCKpUaHvU8PT21eUw/OzuLx+Oapl1alJh7DzQ0XqlUyuWy+xqM5XI5m7nr4+PjUCjk1slqAJiyUCikadq4xbQej2dhmxRaRFFMpVIrKyvNZrPVaimKQr994KHx9OYMkiRtb2+PbKMniuLa2trwF0OpVHrjjTfsf+xFWi7DTR40TbXfRN6hrLf9uLXr7XZ7eONoAMDDEUVxa2tr5Liqx+Oh2YdFFEVN06xRANJa4KExZ+sYXq/35s2bhUKhWq1aY5+KogSDweXl5eH5JcMwXnvtNfsdwIUHWXUJd/D7/eFwuFwuX/B6m56WDtXtdq3aB5tHh+HPhbUOyuo15fV6Q6EQj2IAcEGKoly/fj2fz1cqlWazaZqmqqqhUGhpaWmRF9kCuHRktk5iLb1IJpMTrzw4OLjIDuAX3/oFrrGxsbG/v3/Baclu3f4zwgAAIABJREFUt2sYhqqqVx3V1FzkPd8/JNTpdDKZzMBYgCzLqVQqFotdfnxwl3a7reu6aZqapi3UE7xhGI1GwzAMj8fj8/nYefLhmKbZaDSazWan0/F6vX6/37ljarIsr6ysrKysdLtdURSZlgRwFchs3emCRaRuylhwQZIkbW1tlcvlcrlcqVQuMrHvpveJLMuyLNtvMuH1eq3/6Ha7e3t7I3tNZTIZQRBIbjFOvV4/OTnpf/NomraysuL6ZjkjB4NCodATTzwxq5AcqlqtHh0d9W+LIIri0tLS8vKyo9NCuhgAuDrcX5yn2+1WKpVcLpfNZkul0si52Qvue+6+5kC4CFEUI5HI5ubmRXYUcPQj1Ej2b3tJknpb+J6fn4/cjMFycnKysNswwl6lUrl3797Am0fX9b29vZHN6l2j0+ncu3dveL1DpVJ59dVXJ+5dh55KpbK3tzfwipmmmcvlDg8PZxUVAMw55mwdplgsHh8f9z9PS5KUSCQGBnElSZo4FxcMBntP8FhM4XD45OTE/ho3TdhakslkqVQa9wFJJBK9Vm32SUin06lUKux/iwHtdjuTyYyrez86OgoEAu77WFlOT0/HjasahnF0dLS1tTXlkJyo2+3avIVKpVIkElnkgelOp9NoNKydC71ebyAQcN8ILICHQ2brJIVC4fj4eOBgt9vN5XKtVmtjY6N3MBgM2vc9VlV1c3PzSqKEc6iqarMZgyAImqa57xFcVdWtra2Ra9Gj0Wj/PPbEKSZ6sGHYuFIai2maZ2dnqVRqmiFNh2ma9ttBVyoVl63bvyKVSsW+U8bZ2dnCZra5XC6Xy/UPTXo8ntXV1UgkMsOoAMwJqpEdo9VqnZ6ejjtbLBb7ewLZPzZJkrSzs+PcRhQjtVotq2s0bbEeSCqVGjfabW2yN+V4piMQCFy/fj2ZTAaDQY/H4/V6o9Ho1tbWxsZG79UwTXNi4cPEC7CAarWa/QU2Je6OZjU6sr/Gfe3Wr8K4V6n37bawL+Px8fHp6enAjbfdbh8cHLi7zh/ABTFn6xg29ZOW8/PzXnXxysrK6enpuBv92trayK1xHapQKORyud4ItyRJkUhkZWXFTb/j1QkGgxsbG0dHRwOPpJIkra+vu7he3ePxrKys2FwgiqKiKNYWQeMw+4RhE8c7LtK43okuMtDDYNBFjHuVeuNui/ky1ut1m+6Yx8fHwWBwoTqQAxjGo79jTGwK1T+IK4rik08+eefOnYFpXlmWV1dXXbMy0DTNTCYzUHfd7XbPz89rtdrOzg7J7UVEIpFEIlEsFguFQqvVUhTF5/PFYjEeEcLh8MCDlGma/VPcru9zi4cwsRzGrfeli/xe3FUuYuIr6da3kD37Wdlut1sqlZaWlqYWD4A5tIg3R4eaOEZr1SmZptlsNnVd1zTt5s2b4XC4Xq/rui5Jks/nCwQCbipCLpVK45YTG4aRyWToVnJBqqpub2+HQiFqufstLS0Vi8X+2ez+tDYWizFni2F+v99+uWkgEJhaMNOkqqrX67VZfC5Jklt/98sVDAaz2az9BVMLZn5MrMFe2CJtAD1kto4xcajb4/Hs7e3VajUrB5ZlOZFIRKNRF2+5mcvlbM7SrQSPSFGUdDo9stdUOBxeW1ubSVSYc9FotH99xABJkuLx+JRDmprl5eWDg4NxZ5PJJD1sL8Lv9weDQat3xkCdiCAIoigmk8kZhTZLE1dxsw0bADpIOcbEukdd1yuVSm9qt9PpZLPZu3fvunUUs9PpTOxM69ZOLZiaXq8pv98vy7KqqqFQaHNzM51O84yOkWRZ3tzcHPn2EEVxY2PDxRW5kUhkXNK1vLy8mPnYw9nc3NQ0TRjaUVwUxc3NzcUcsZ34wXHxJwvABTFn6xjBYNDv949L1URRHFlH2ul0Dg4Obty44b6n8IuMzrq1U8tDq9frVnW6x+PRNM3qDDzroObdxF5TwIBAILC7u3tyclKr1Xp3Zr/fn0ql/H7/bGO7aisrK4FAIJ/PNxqNTqcjSZKmaaurq5ubm4VCgfUOFyTL8u7ubi6XK5VKhmGYpunxeAKBQDKZtDLeBRQMBu1Hq2l8AICHWidJp9P3798fbiU1Lq21GIZRLBbdV5N8kQXDpG097XY7k8lUKpX+g5Ikra6uuu+9Acycpmnb29umaVpbkWmaJkmLUiQVDAathaBWZiuKouvz+asgiuLy8vLy8rK1A5mbemQ8nHg8fnZ2Nm7AWtM0MlsAi/JF6w4ej2dnZ2dlZcXn81mPC5qmJRKJiSO4E/dXdCJZlif+4jxOWbrd7v7+/kBaax3PZDJsAwhcEVEUfT6f3+9fnLS2nyzL7isXmj5RFElrBUHweDzpdHrkS2H1RODNBoAZLYeRJCmZTCaTSWuS1rqP37lzx/5vubUod2lp6fDwcNzZcDi8mIuRhp2fn9sUcZ2cnKRSqWnGAwDAg/L7/VaRdq1WMwzD2nU8EoksLS2R/AMQyGydq39scuIN3a3TBdFotFarjZxyVFWV1rU94/ZGsnQ6nfPzc+q4AOCy6Lper9ebzWavqQEzipdCVdX19XWhr9Z91hEBmCNktm7g9/vtGyC7uCh3fX1d07T+PTZEUYxGo6lUihHcnuG12QNoIg0Al6Ldbh8fHw/saawoyvr6+mLuQ3tF+IoHMIzM1g1isdjZ2dm4JlKyLEej0SmHNE2JRCKRSBiGYRiGoiiKorh1jvrhXKQZKQ1LAeDRmaa5t7c3PNbcarX29va2trZIbgHg6pAAuIGmaTa7kqytrS1Ci2BVVYPBoNfrJa0dIIrixDcAC5IB4NFZ2x2NPGWa5tHRUW/PeQDApXN/wrMglpaWFEU5OTlptVq9g36/f3l5mRFihMPhQqFgc4G7Z/XxcOr1eqVSaTabpml6vd7eVi4AxrFvamAYRr1e53MEAFeEzNY9IpFIOBxuNpvtdjsQCAQCAVVV7b9lsSCSyWSxWOx0OiPPxmIxn8835ZAwz6zJpf7ebJVKJZ/PB4PBjY0NZviBkUzTbDab9tc0Gg0yWwC4ItRtuoq1w20sFksmk36/n56BsHg8nq2trZE1yeFwmCbSGHB8fDyy5Xi1Wt3f32dVNjDSuNHDflQjA8DVYc4WWAh+v//GjRv5fN7aiEKSJE3TIpFIJBKZdWiYL7qun52djTtbr9fPzs542wDDPB6PJEn2uSslDwBwdchsgUUhy7JNpzHAMrBbyTDWOADjhEIhm0+QKIqUIgPA1aEaGQDwDwzDGHm8V4Q8cXtkYGElk0mb/vzxeFxRlGnGAwALhcwWAPAPxi2j7a3bZ50tMI6maRsbGyObXITDYapmAOBKUY08WjAYdG77pV7kkiSxHA4XIcuyIAjhcHjWgWD2QqFQuVy2uSAQCFj/IcsydxhcxELdYSKRyNLSUiaTqVQqjUZDURRrB75kMjnr0Jyh9wzDHQYXtFB3GNgjsx1NkiQXZLaCINiURQE91nuGdwsEQUgmk5lMxv6C3n/znsFFLNodJhAI3Lx5UxAE0zSd+ywxKzbPMNVq9eTkpFarGYahaVooFEqlUpqmTT1GzJdFu8PABpntaOVy2bmt+RVFsYY5u93uyK07gAF+v9/v9xeLRQpNIQhCNBod1ybK5/P15mw7nQ7dpHAR3GFwcaqqWpNvA3eYXC53enra+6Ou68ViMZPJbGxsMFm34LjDuNjS0tIDXc/wBgDgO6yvr498UvT7/VtbW8xBAZiy8/Pz/rS2p9vtHh4e1uv16YcEYA4xZwsA+A6iKKbT6Wq1WqlUdF03TdPr9QaDwXA4TFoLYMpM0xyZ1lq63W42m93e3p5iRADmFJktAEEQhDFbvWBxBYNB9t4EMHP1er3dbttcUKvVOp2O1UYIwCIjswXcrNPp5PN5q9+GKIqapkUikUgkYs28dbvC7/++9od/6L1921OpCOl09B//49a/+TeNGzc6sw4cAABBEIRWq2V/gWmarVaLzBYAmS3gWo1GY29vr3+ou9VqVSqVYrGYTqcNQ37mmdCXv6z2zt67J9+7J//pn3p/4zeqH/hAcxYhAwCw0EzTLJfLlUql2WwKguD1ekOhEItBgIsgs8WCMk3TMIxOp+P1el050NvpdO7fv9/pjJh9rVarmUzmP/yHx/vT2h5dF599NnTjRvvxx5m5BQDMmNfrtb9AFEVVHfF15kTtdnt/f7+/J1aj0SgWi4FAYHNz0+PhuR2wwycEC6fT6ZycnPR3h/d6vcvLyy7bET6fz49May2vv978/d8fuwegYQif/az/v/23ytWEBgDARfl8Pk3TdF0fd0EkEnHNXqb9aa31lGJN1dZqtYODg2vXrs0yOGDukdlisRiGce/evYFFO81m8+DgQNf1lZWVWQV26SqViiAIpmmOrF/62tfi9hs2v/iiapoCpU8A8HDq9bpVUNrrLk5Ltoe2urp6//79kbuVyrK8vLw8/ZCuQqlU6p+tHfj6rtVq5XKZzXsBG2S2WCyZTGZcL4pcLhcIBFzz5GEYhjD0vdiTy00o7qpWxVJJjEbZ9BwAHky32z06OioWi70jlUoln8+HQqGNjQ1Xrn+5aoFAIJ1OHx4eDtQieb3ezc1N15QiW0PSNshsAXtktlgg9Xq9VqvZXJDP512T2UqS1B0/LatptjO2giCKgt9/2TEBwAI4Pj7uT2t7KpXK3t7etWvXaAX0EEKh0GOPPVYulxuNRrvdVlXV5/OFQiE3vZjGpP33Jl4ALDgyWyyQ/iKfkezzXmfxer02GwDeuFG1/+uPPdZRVSZsAeDBNBqN8/PzcWfr9XqpVIpGo9MMyTUkSYpGo7x6AMZxyYJ74CJsOipZTNOceI1TxGIxm7PveldpY8PuN3366bG9OgAA45RKJfsLyuXydCKB40zsAj3xAmDBkdligUzsnSiKomv6K0YiEZvK6s3N5f/4H6uKMvrsd39361/+y8ZVRQY4XLvdzufzmUxmb2/Pqjsd2dgGi2livai1SSkwbOIeDS7bxAG4dFQjwz2q1Wq5XNZ13WpEGQgEBnYCCAQC9j/B7/e7ZsWOKIrpdDqTyQxMIEiSlEql4vH4931f6w/+oPRTPxU6PJT6/pbwT/9p8zOfqbqlHwdwyc7Pz4+PjwcWsWez2XQ6rWljd9LC4hg3zNHrVM84CMYJBoORSGTctL/9gDUAgcwW7mCa5sHBQX+Jl7WzeaFQ2NraUv5+atLv9/t8vkZj7GxkIpG48linSJKkzc3NZDJZr9d1XZckyev1hkKh3lbv3/u9ra997ez//B/ljTf8pZKysVH9R/+otbPjknps4NKVSqVMJjN83NpObHd31zU9WvHQxr0HesOmFJTCxsbGhiiKwx3IYrHY2traTEICHITMFm5wdHQ0cuWSrut7e3u7u7u9R4qNjY0333xz5GLaeDzuymb6mqbZTCUpivB939f6oR9q+f1KodBkMgEYxzTNk5OTcWc7nU4ul1tfX59mSJhDkUikUCjYXzC1YOA4oihubGwkEolKpaLruiAImqaFQiGfzzfr0AAHILOF49k3otR1/fz8PB6PW3/0er27u7snJyf9mbDH41leXu5dAwDD6vX6uN2wLaVSaXV11TVr9fFw/H6/TUGpz+cjs8VEPp+PVBZ4CGS2cLyJfSZLpVJ/1qqqajqd7nQ6zWaz3W5rmqYoimuW1wK4IhMb/3S7XWubzenEg7m1sbEhjGqS7Pf70+k0XzcAcEXIbOF4D7ezuSzLfr//aiJyhl7DrU6nEwwGE4kET+SADWr1cUGiKG5ubsZiMaug1GpqGAwGw+EwaS0AXB0yWyy6VqtVKpV0Xe92u1ZHZdf3HjRN8+joqL+Eu9lsFgoFr9ebTqfpbgKMNHHoRxRFZdxWWlg8wWDQ9d8mADBXyGzheI+ys3kul8tms/1TMblczu/3b25uuvgJ9eTkZOTK5Gazube3d/36dRYKAsOCwaAsyyP7z1lCoRAzcgAAzArPr3C8iQ2Nx7XrKBQKp6enwxWG9Xp9b2/PrZWH1vTsuLOGYdh39QQWliiKqVRq3FlJklZWVqYZDwAA6MecLRxP07REIjEuH/P7/dFodPh4u90+PT0d9zN1Xc/n88lk8tKinBsXabjlyl8ceHSxWKzT6QyPiHk8ns3NTSr5YWm1WoVCoV6vN5tNSZI0TYvFYhfcVc4aXqzX64ZhKIri9Xrj8XggELjqmAHABchs4QbWRMpwchsMBq1Nz4f/Srlc7na7Nj/TrQnewzXcAmBZWloKhULFYlHX9Varpaqqz+eLxWIeD9+nEARBqFarBwcHvar1TqfTarUqlUo4HN7Y2LBf61EqlQ4PD3vjJp1OR9f1UqmUSCRWV1evPHQAcDi+ieEGoiiurq7GYjGr2a9pmpqm2feCWtgEb+I6QBYKAva8Xi+Fxxip1Wrt7++PHDYtl8snJydra2vj/m69Xu9Pa/sVCgVFUZaWli4zVgBwHTJbuIemaZqmXfDiictoTdM0TdN9ad6jNNwCANjIZrMDaW3/98j5+XkymRzXnjCXy9l8MWWz2Xg8Tns/ALDBLRILymYDD+vZQlEU96W1giBM3FBxXMMtAIC9SqUycKT/fmua5rhOB91ut1qt2vzkbrdbq9UePUIAcDEyWywomwTPOu7WBE9RlOXl5XFnNU2Lx+PTjAcA3ME0zXa7bX9Nq9Uad3xiJZFb18gAwGUhs8WCUhQlkUiMO+vxeGzOOl0ymUwmk8OJfSAQ2N7eduVMNQBMwUM3MrhImTGlyABgj3W2WFwrKyudTuf8/HzguKIoW1tb7u50urKyEovFSqVSs9nsdDrBYDCZTFpLi2cdGgA4kiiKqqo2m02ba3w+38jjHo9HluVeR+WRaIIAAPbc/OwO2BNFcX19PRqNlkolXdc7nY7X6w0EArFYbBGGxlVV7W1r5Pf7/X7/uD2BAQAXEYvFTk5Oxp2VZXlcx35RFKPRqM1N2Ov1+v3+SwgRANyLzBau0m63dV0XRVHTNFmWB87qunj3rhwOdzc3/6F3ZSAQCAQC0w0TAOBCiUSiVCo1Go2RZ9fW1myGTZeXl8vl8siFuJIk2WwXBACwkNnCJarV6snJia7rvSN+vz+VSlmD3C++qH7mM/5vftNjlXoFg90PfrD28z+vJxKsKQUAXA5RFLe2to6OjgZ6IHs8ntXVVfvGhLIs7+zsHBwc1Ov1/uOKoqyvrzMCCwATkdnCDYrF4uHh4cDBer1+7969dDr9u7+7/Eu/FOhfQFqtSr/3e6G/+ivlv//3b7/jHQmbHYAAALg4j8eTTqcbjUa9Xm82m7Isa5oWCoUusshFUZSdnZ1arWb9XUVRfD5fKBSisR8AXASZLRzPMIxMJjPylGmaf/mXpV/6pWsj+yKdnGif+ET6c5/75u7uDp05AACXxefzjWsWNRFrZADg4bi/TQ5c7/z83Kaj7+///oZNu99vfjPy2mvBcYkxAAAAAEcgs4Xj1Wo1m7Ovvhq1/+uvvhqt1+sD65oAAAAAOAiZLRzPZgPAdluqVieU3J+fq4IgkNkCAAAAzkVmC8ezyWw9nq7Xa7fxvSAIwWDL/ocAAAAAmHN0kHK8ZrNZKpV0Xe92u9ZO7olEYtZBTY9pmvZJ6ZNPll95JWZ/gSAIHg+fBQAAAMCpeJp3tlwul81me/2TqtVqoVDI5/Nvf/vbNU2bbWzT0el0bNpHCYLwIz+Ssclst7Zq73znuSAIwWDw8oMDAAAAMBVUIztYPp8/PT0dzusajcY3vvGNdrs9k6imbOIuf+95T/5Hf7Q48pTf3/nkJ1+XZTMYDLLrDwAAAOBcZLZO1W63s9nsuLONRuPg4GCa8cyKLMsTC4l/9VfPP/WpWiz2HUXL73hH8T//51du3KioqrqxsXGVMQIAAAC4WlQjO1WlUul2uyNPmaYpimIul0un01OOaiYikUihUBh31uPxhELBf/2vG//iXzS+/nX9lVcafn9je7uWTDYlSYrFEsvLy7IsTzNgAAAAAJeLzNapms3muFNWgW6j0bBfgOoay8vLlUrFMIyRZ9fW1qwXRFWF7/ke7Xu+R+t0ws1mU1EURVGmGykAAACAK0E1smstSForCIIsy9vb28MdsyRJWl9fD4fDw9f7/X7SWgAAAMA1mLN1KlVV7S/w+XwTuyu5hqqqu7u7lUql0Wg0m02Px+P1eqPRKGXGAAAAwCIgs3WqUCgkiqJpmtaq2uELksnk9KOaIVEUw+Hw8AwtAAAAANejGtmpFEWxcteRaa3X693c3Jx6UIAjtVqtVqs16ygAAADw8JizdbDl5eVut5vP5weOa5r21re+VVGUTqcz8i8CEARB1/VsNlutVq0247Ish0KhlZUV1mADAAA4Dpmts6VSqUgkUiqVdF3vdDper9fv9y8vLwcCgVmHBsy1arW6t7fX32it0+kUi8VKpXLt2rXhhmQAAACYZ2S2jufz+Xw+X/+RxWkcBTycdru9v78/sn94p9PZ39+/ceMGnyMAAAAHYZ0tgIVTKBSsCuSRDMMoFovTjAcAAACPiMwWwMKp1Wr2F9Tr9elEAgAAgEtBNTKw6EYW5brbxE7ItEoeyTCMRqPh8XgkSWIxP/DoWq1Ws9kUBEHTNI+HRzIAeCTcRoEF1Wq1crlcrVazsrhgMBgIBOLx+CKsL5Vl2T53lSTqWb5DrVY7Pj7Wdd36471797xe79bWlqqqsw0McKhqtXpyctL7TAmC4PP5VldX/X7/DKMCAEfj6Q1YRPV6/e7du2dnZ81ms9vtdrvdcrl8fHx89+7dRdgsauKzIw+X/crl8v379/sfwQVBaDabd+7cyeVys4oKcK5isTj8mWo0Gvfu3SuXy7OKCgCcjswWWDhW+992uz18Stf1/f396Yc0ZfZT07IsR6PRacYzz9rt9tHR0biS9Ww2O/B0DsBeq9U6Ojoaeco0zUwmM/LmDACYiMwWWDj5fN7myalWq1Wr1WnGM32api0vL487u7a2xoK3nlKpZPNuMU3z7OxsmvEATnd2dmbTm73T6Zyfn08zHgBwDTJbYOFUKhX7C1yf2QqCkEwm19fXBzJYVVW3trYikcisoppDjUZj3ClrIndio2kA/Sa2Xqc3OwA8HOYlgIVDZ2BLLBaLRCLNZlPXdUmSNE1TVXURGmg9EJt119ZrZTP7BGDYxF4Gi9DsAACuApktsHBkWbZ/clqc7E6SJJ/P5/P5Zh3I/JJl2f4CKreBBzLxIzPxQwcAGIlqZGDhaJpmfwGZHnqCweAjXgCg38S9oNksGgAeDpktsHDsG/9KksRCU/REIhGbTWslSYrH49OMB3C6WCxms2O2x+NxcW/2drtdrVbL5bKu6+M6ri84wzDK5XKpVOIlAh6CM6rIDg8PX3jhhVdffbVYLCaTyccff/zpp59eWlrqv+Yb3/jGL/zCL4z7CZ/73Oe2trauPlLAAcLhcCQSKZVKI8+mUinqS9EjimI6nb5///5wh2RJkjY2NhRFmUlggEN5PJ6NjY2Dg4PhvEUUxeHOdu5gGMbR0VF/e0KPx5NMJhOJxAyjmiv1ej2TyTSbzd4RRVGWl5djsdgMowKcxQF3z7/+67/+7Gc/axiG9cdMJpPJZL761a/+yq/8ymOPPda77Pj4eEYBAs5jPTydnZ31P1p5PJ6VlRW+RDFA07Td3d3T09NyuWz1i5IkKRqNbm1tLUizMeByhcPhnZ2dk5OT/tbiwWAwlUpNXC3iRLqu37t3b6C/Q7vdPj4+bjaba2trswpsflQqlf39/YHBjlarlclkWq2WzTZ1APrNe2a7t7dnpbXf9V3f9SM/8iPXr1+/d+/e5z//+Xv37j333HOf+9znet8BVmb77ne/+wMf+MDwz1lZWZlq3MB8kyRpdXV1aWmpVqs1m02v1xuNRk3TXJzeUXggiqJsbGwIgtBqtWRZTiaToii22+1isTjr0ABH8vl8165d63a71hyd1+u1KVF2NNM0Dw8Px7UtPDs7C4VCoVBoylHNlU6nc3h4OK72OJvNhkIh+l8AFzHvme0XvvAFwzDe+ta3fuITn7DWet26desXf/EXf+InfuL09PSll15673vfa11pZbZPPPHEE088McuIAedQFMVa0OX3+/1+f6FQYFUP7CmKwt5IwGWx2rPPOoqrVavVdF23uaBQKCx4Zlsqlew3LCgUCtbYIgB7cz1AmM1mX375ZUEQnnnmmf4WJolE4n3ve186nd7f3+8dtDJbaloAAADmRL1eH3m8N5A67oLFMfEVaDQa04kEcLq5nrO10tpUKnXz5s2BUx/96Ec/+tGP9v5omqaV2a6vr08zQgAAAIwzbjayV/rR7XYXfC2M1b/Ahv2MLoCeuc5sDw8PBUF44oknJt7vCoWCYRiyLJdKpeeff/6NN96oVqvpdPrGjRsf/vCHbTri3L17t9ebqt/y8rJzmxP2b/Lu3N8C02St7/J4PFQjY6LeHUYURe4wuAjuMIvMZtswiyzL/S3WF/AOY/MSWTm/oigL8lI8HO4w6Jnrz8n5+bkgCLFY7Ozs7Etf+tLLL79cKpVSqdTOzs6HPvSh/l18rAnbTqfzb//tv+0dvHPnzp07d7785S//5E/+5Hve856R/4uf/umfPjo6Gj7+Z3/2Zy7oRF8oFE5PT2u1mmEYfr8/Eolsbm66su8iLgXb2OKByLLs4o03cem4wywmURTtd6+IxWIj7ySLc4cxDCOfz488ZU3tJBKJBXkpHgV3GAhzntmenZ0JglAsFj/2sY/19kDb39/f39//yle+8pGPfOSDH/ygdbB307xx48aP//iPX79+3TCM27dv//Zv/3Yul/tP/+k/7e7uplKpmfwWM9Htdm/fvp3L5XpHqtVqtVo9OTl54oknXJC0AwCA+ReJRGx2UBcEYXNzc5rxzKGlpSW/3z9uta21c/iUQwIcygGZ7YsvvhiJRJ599tl3vvOd4XD44ODgi1/84ssvv/z888/fuHHGBtGBAAAgAElEQVTj1q1bgiCEQqHv//7vj0ajTz/9dK+o473vfe/b3/72Z599tlKpfOELX/jZn/3Z4f9FKpUaWeosiqJzVzWIovjmm2/2p7XC3xe0dDqdb33rW0899ZTf759VeJhDkiQ5+j2PaRJF0Sr9Mk1z4vIwQOAOs/Bu3rz5zW9+09rfaMD29nYwGOx/byzmHebxxx//5je/ObxDuCiKjz32mKIofHxscIdxsf4llhchznNJ+rPPPpvJZDwez3PPPbezs9M7bprmz/3cz92+ffvWrVuf/vSn7X/IH/3RH/3u7/5uIpF4/vnnL/6/Pjs7c/T99Fvf+pbNv6xVljzNeDDn2PUHF6eqajgcFgSB/WxxQdxh0Ol0Tk5OSqVS7+FK07SVlZXh/X4W9g7TarVOT0/L5bL1EkmSFAgElpeXXb8v1KPjDuNiS0tLD3T9XM/ZxuPxTCbzjne8oz+tFQRBFMUf/MEfvH379t27d7vdrv3m5tbfLRQK1Wo1GAxebcTzoVwu23+2e6XdAAAAV02W5fX19bW1tVar1W63NU2zf3hbQIqiWFXHrVar2+2yczjwEOb6tmItB11eXh4+ZR3Udb1Wq9n/EKubnCzLizPoNVzNMqDT6bTb7ekEAwAAIAiCKIqqqvr9ftJaG4qieL1e0lrgIcz1ncXanPbg4GD4lNXQOB6Ph0KhTqfz7LPPPvPMMy+99NLwlXt7e4IgpNPpBy3Udq6L3A0X59UAAAAA4Hpzndm++93vFgThtddee+211/qPt1qtF154QRCEJ554QhAEWZYff/zxYrH4pS99aWAqstFo/Omf/qkgCO9617umF/esTdzXhxIXAAAAAG4y15nt5ubme9/7XkEQPvWpT/3Zn/1ZPp/Xdf1b3/rWJz/5yb29PZ/P98//+T+3rnz/+9+vKMqdO3d++Zd/+c6dO81ms1QqvfTSSx//+Mfz+fzq6uqHP/zhWf4m0xUKhbxer80FsVhsasEAAAAAwFWb697IgiDU6/Wf//mff+ONNwaOh8Phn/qpn+qfif3KV77y3HPPDf866XT64x//+Pb29gP9fx3dG1lRlHa7/bd/+7cj/3E1Tdvd3WXOFv3oK4iLW9jOpXho3GFwcdxh8KC4w7iYq3ojC4Lg9/s/85nP/Pmf//n//t//O5PJCIKQTqff8pa3/OiP/uhAp/j3vve9u7u7f/zHf3znzp1sNuv3+7e3t9/2trd94AMfsJpILZREInHr1q07d+4YhtF/PBwOr6+vk9YCAAAAcJN5n7OdFafP2UYiEUEQDMM4ODhoNpudTsfqRrg4DaLxQBjvxMUxo4IHxR0GF8cdBg+KO4yLuW3OFo9ClmUrxQUAAAAAFyOzBQAAuDSGYdRqNV3XJUnSNC0QCCzgqigAmD5utQAAAJfANM3j4+Ozs7P+g5IkpVKpeDw+q6gAYEGQ2QIAAFyCg4ODcrk8cLDb7R4dHZmmmUgkZhIVACyIud7PFgAAwBFKpdJwWttzcnLSarWmGQ8ALBoyWwAAgEdl38jXNM1SqTS1YABgAVGN7GzNZrNarTabTUEQNE0LhUKmqX75y5433xRyOeHmTfHWLfmxxzqzDhMAAJezvosf5QIAwKMgs3Wqbrd7cnIy0KbipZcSzz33eDbb+2eVRDH2gQ80P/vZaiTCHl8AAFyVbrdrf0Gnw0AzAFwhqpGdKpPJDKS1X/ta/BOfeLIvrRUEQTBN4YUXvP/sn0WaTXG6AQIAsEAURbG/QFXV6UQCAIuJzNaRqtXqwHKdVkv67Gdvdjqj09dXXvH81m9pUwltrrXb7Xw+f3BwcPfu3b29vdPTU8MwZh0UAMANQqHQI14AAHgUZLaONNym4utfj2WzdrnrH/zBome2tVrt29/+9snJSalUajQalUoll8u98cYbhUJh1qEBABwvkUh4PGMXeQWDwUAgMM14AGDRkNk6kq7rA0feeGPC9+W3vy0vckFys9nc29sbXuPU7XaPj4/pVwkAeESyLG9tbY1Mbv1+/8bGxvRDAoCFQgcpRzJNs/cfoigKgtBsypP+ilCvC17vlcc2n05PT216exwfH4fDYeuVBADg4fh8vhs3buTz+Vqtpuu6KIo+ny8UCsXjcb5iAOCqkdk6kqIo1uYBvW/K5eUJewkEg2Y0uqDtkbvdbrVatbmg3W7X63XqxAAAj0iW5ZWVlVlHAQCLiGpkRwqHwwNHvvu7zyTJLnH9gR8wFna8uNVqTdyMgVZSAAAAgHOR2TpSLBbzfmdh8fKy/k/+yfG461XV/JmfqV99XA5mzesWCoVyuUyWCwAAADgL1ciOJIri1tbW/fv3+3Owj33sjWzW+zd/kxi4WNPM//Jfqm95y+JuEK8oiiiKvcXJIw0sxA0EAuvr6+w9CAAAADgCc7ZOparq9evXU6lUMBj0eDyqqsbj/i98ofC5z1W+93vbiUTX4xF2d1sf/nDlxRcL73//hFW47iZJ0sRdBAfKlWu12t27d63FzAAAAADmHHO2DiZJ0tLS0tLSUv/B973v5O1vP+l0Ot2uaK28bbXEbDaZTCYXuTFjKpWq1WrDu/4Iff2lB3Q6nUwms7Ozc/XRAQAAAHgkzNm6SqFQyGQyVv7WayhlmmY2mz05OZlpaDOmqurW1paiKAPHRVG0KVSu1+vDWwcDAAAAmDfM2bqHYRgj01drTrJQKITD4UXe2Mbv99+4caNUKtXrdcMwFEVRFCWXywl9mycNazQamqZNMUwAAAAAD4zM1j1KpdLIucde2lYsFhc5sxUEQZKkWCwWi8WsPxqGYWW2NkYWMAMAAACYK1Qju0ej0Rh3ysp4bS5YTLIs9/57XEHycAEzAAAAgHlDZuseA919+1nTtkw/DpBl2e/3W/89crWtKIoLPssNAAAAOAKZrXtMnF1k+nFYf2fp4dW2sVjM46FiHwAAAJh3ZLbuEQwG7S+YuKfrAgqHw8vLyyNPBQKBVCo15XgAAAAAPATmo9wjHA5rmmbtUjO8R6vH44nH4zMKba4tLy/7fL5cLtdoNKyCZFVV4/F4IpFY5B2AAQAAAAchs3UPURTT6fT9+/cNwxhIyWRZ3tra6m+YhH6hUCgUCpmm2W63ZVmWJGoZAAAAACchs3UVVVWvX79+fn5eqVTq9bppmqqqBoPBZDLJetGJRFFkKTIAAADgRGQ7biNJUiqVeuyxx6wZyFKpNOuIAAAAAOBqUXXpWqIoUlULAAAAYBGQ+QAAAAAAnI3MFgAAAADgbKyzXQi6rheLxWaz2Wq1vF6vpmmxWIyeUgAAAADcgdzG/fL5/OnpqbVTqyAIuq6XSqV8Pr+5uRkMBmcbGwAAAAA8OqqRXa5YLJ6cnPTS2p5Op7O/v99sNmcSFQAAAABcIjJbN+t2u8fHxzZnT09PpxkPAAAAAFwFMls3K5VKnU7H5oJKpTI8nQsAAAAAzkJm62a6rttfYJqmYRjTCQYAAAAArgiZ7aITRXHWIQAAAADAIyGzdTO/329/gSRJiqJMJxgAAAAAuCJktm4WDoftE9dwOMycLQAAAACnI7N1M1EUV1dXx52VZXl5eXma8QAAAADAVSCzdblwOLyxsSFJg//Qqqpeu3ZNVdWZRAUAAAAAl8gz6wBw5aLRaDAYLJVKjUaj0+moqurz+SKRCHXIAAAAANyBzHYheDyeRCIx6ygAAAAA4EpQjew8rVar2+3OOgoAAAAAmBfM2TpGrVbL5XL1et1Ka1VVjUajyWSSomIAAAAAC47M1hkKhcLx8XH/EcMwstlsuVy+du2aLMuzCgwAAAAAZo5qZAeo1+sDaa0gCKZpCoKg6/rR0dEsggIAAACAeUFm6wC5XG74YK8IuVQqNZvN6UYEAAAAAHOEzNYBqtXqI14AAAAAAC5GZjvvOp2OVXhso91uTycYAAAAAJhDZLbzTpIm/xtd5BoAAAAAcCsyonkniqLP57O/ZuIFAAAAAOBiZLYOEI/Hbc5qmhYIBKYWDAAAAADMG/azdYBoNFqpVMrl8vApSZLW1tZ6fZLHqdVqpVJJ1/VOp2NlwtFolBpmAAAAAO5AZusAoihubGzkcrl8Pt/fTcrn862vr2uaZvN3TdM8Ojo6Pz/vHWk2m6VSKZ/Pb21teb3eK4wbAAAAAKaCzNYZJElaWVlZWlpqNBqGYciy7PV67XNay8nJSX9aa5qmNcFrGMb9+/evX78uy/IVxg0AAAAAV4/M1klkWQ4Ggxe/vtFonJ2d9R/pr1tutVr5fH5lZeXS4gMAAACAWWClpZsVCgX7vXArlcrUggEAAACAK0Jm62bNZtP+AsMwphMJAAAAAFwdqpFHkyRpYsPhuXXxpbOmabLOFoIgWI2yZVm2n+QHhL9/twiCIIoiNxBcBHcYXBx3GDwo7jDoEXkTjNTtdl2wKU4mk/n2t79tc0EwGHzXu941tXgAAAAA4CowZztavV6fdQgPT5Zln88nCEI8HpckqdvtjrsyFotVq9UphoY5paqqqqq1Wo2hLkzUu8N0u11H3yoxNdxhcHHcYfCgrDsMD7Su9ECtcwUy23EMw7BJCOecoijWt4Kqqslk8vT0dORlmqaFw2Fd16cbHeaRJEmqquq6znMnJlJVtffcyQ0EF8EdBhfHHQYPyrrDNJtN7jDuQ2a7cHRdr1Qquq53u11N0wKBQCwW651NJpOmaeZyuYFPu9/v39zcdO5aYgAAAADoIbN1MNM0T09P8/l870ilUsnlcoVC4W1ve5uiKNbB5eXlaDRaKpWazWan0/F6vYFAIBgMktYCAAAAcAcyWwcbSGt7KpXKa6+99tRTT/WOWGXJUwwNAAAAAKbH8e1/F1az2SwUCuPOlsvlk5OTacYDAAAAALNCZutU5XLZfqH8uMZRAAAAAOAyZLZO1Ww27S+gVz4AAACABUFmCwAAAABwNjJbp1JV1f4Cazs4AAAAAHA9MlunCofD9hfQDBkAAADAgiCzdSpN06LR6Lizfr9/bW1tmvEAAAAAwKyQ2TrY+vp6JBIZPu7z+d72trdJEv+4AAAAABaCZ9YB4OGJori5uRmLxcrlsq7r3W5X07RgMJhIJDRNm3V0AAAAADAlZLaOFwwGg8Fg/xFmawEAAAAsFFIgAAAAAICzkdkCAAAAAJyNzBYAAAAA4GxktgAAAAAAZyOzBQAAAAA4G5ktAAAAAMDZyGwBAAAAAM5GZgsAAAAAcDYyWwAAAACAs5HZAgAAAACcjcwWAAAAAOBsZLYAAAAAAGcjswUAAAAAOBuZLQAAAADA2chsAQAAAADORmYLAAAAAHA2MlsAAAAAgLOR2QIAAAAAnI3MFgAAAADgbGS2AAAAAABnI7MFAAAAADgbmS0AAAAAwNnIbAEAAAAAzkZmCwAAAABwNjJbAAAAAICzkdkCAAAAAJyNzBYAAAAA4Gxktk7V7XZnHQIAAAAAzAXPrAPAg9F1PZfL1ev1VqslSZKmadFoNBaLiaI469AAAAAAYDbIbJ2kWCxmMhnTNK0/drvder1er9fL5fLW1hbJLQAAAIDFRDWyY+i63p/W9qtWq0dHR9MPCQAAAADmAZmtY2Sz2ZFpreX8/LzVak0zHgAAAACYE2S2jlGtVu0vqFQq04kEAAAAAOYKma0ztNvtic2QmbMFAAAAsJjIbJ1BluWJ10gS/5oAAAAAFhG5kDOIouj1eu2v0TRtOsEAAAAAwFwhs3WMWCxmc1ZV1WAwOLVgAAAAAGB+kNk6Rjwe9/v9I09JkrS+vs5+tgAAAAAWE5mtY0iStLW1NTxzq6rq1tZWIBCYSVQAAAAAMHOeWQeAByDL8vr6ejKZrNfrzWbT4/Fomub3+5mtBQAAALDIyGydR1VVVVVnHQUAAAAAzAuqkQEAAAAAzkZmCwAAAABwNjJbAAAAAICzkdkCAAAAAJyNzBYAAAAA4GxktgAAAAAAZyOzBQAAAAA4G5ktAAAAAMDZyGwBAAAAAM7mmXUAF3J4ePjCCy+8+uqrxWIxmUw+/vjjTz/99NLS0sBlpmn+5V/+5V/91V8dHh52u9319fXv//7v/6Ef+iFZlmcSNgAAAABgChyQ2f71X//1Zz/7WcMwrD9mMplMJvPVr371V37lVx577LHeZZ1O59//+3//0ksv9Y7cvXv37t27//f//t9/9+/+naqq044bAAAAADAV816NvLe3Z6W13/Vd3/WpT33qi1/84qc//elr167puv7cc8/put678g//8A+ttPbpp5/+zd/8zc9//vMf+chHBEF47bXXfud3fmdmvwAAAAAA4IrNe2b7hS98wTCMt771rZ/4xCfe9ra3+f3+W7du/eIv/qLP5zs9Pe3N0Nbr9T/5kz8RBOHDH/7wj/3Yj62traVSqQ996EPPPPOMIAh/8Rd/USwWZ/lrAAAAAACuzFxnttls9uWXXxYE4ZlnnukvJ04kEu973/vS6fT+/r515JVXXtF1XZKkH/7hH+7/Ce9///tVVW21Wl/72temGTkAAAAAYGrmOrO10tpUKnXz5s2BUx/96Ed//dd//cd//MetP77++uuCINy6dSsUCvVfpmna29/+dkEQbt++PY2IAQAAAABTN9eZ7eHhoSAITzzxhCiK9leenZ0JgrC1tTV8Kp1OC4Jwfn5+BQECAAAAAGZvrnsjW+loLBY7Ozv70pe+9PLLL5dKpVQqtbOz86EPfag/j7WuHJiwtVgHx2W2v/Zrv2ZlxQN+5md+JhwOX8pvMX2SJPX+Y+RrAgzweDyCIIRCIdM0Zx0L5l3vDiPLMncYXAR3GFwcdxg8KO4w6JnrzNbKOYvF4sc+9rFqtWod3N/f39/f/8pXvvKRj3zkgx/8YP+VI++AVoI6LrP96le/enR0NHz8p3/6p71e72X8ErMkiqILfgtMDZtj4YFwh8ED4Q6DB8IdBg+EOwwER2S2L774YiQSefbZZ9/5zneGw+GDg4MvfvGLL7/88vPPP3/jxo1bt25d5Ee12+0rDhYAAAAAMBtzndla1QUej+eXf/mXd3Z2rIM3b978hV/4hZ/7uZ+7ffv27/3e7336058WBCEWi52cnPTmdftVKhVBEOLx+Mj/xUc+8pGRf0uW5Vqtdlm/yJTJsqxpmiAI3W630WjMOhw4gKqqiqLU6/9fe/cfFVWd/3H8MwMzMiggI6EwgvwQUToQ/kRIdwMNf+SP0yqaaO22x6MptpmtaaiLnlW0PYlp2snNals9lttJMzVXhbOaP0ilTNBwVXBgUBHll4MyDjDz/ePuzpnvQAYbONzp+fjr8rlvLvfyx/vOa+69n3ufO3nwk+gwaCs6DFqPDoO2osO4sK5du7apvlMnW61We/369djYWFuslSgUinHjxhUWFhYVFVksFqVS6evrK/4bYh08PNlOmTKlxfGqqir59lOVSiWdFaxWq3yPAo+SQqFQqVT19fWcFfCT1Go1nzvRJnQYtB4dBm1Fh3FhbU22nXpu5B49eggh/P39m6+SBk0mk3RlVUq2169fb14pDf5YsgUAAAAAyF2nTrY6nU4IYTAYmq+Spn3SarXSrFGRkZFCiPz8fIev9xoaGs6dO2crAAAAAAC4nk6dbBMSEoQQBQUFBQUF9uMNDQ179+4VQkRFRUkjQ4YM8fDwaGxszMnJsa88fvy4yWRyd3cfPnz4o9prAAAAAMAj1amTbVBQ0MiRI4UQq1evPnDgwJ07d0wm08WLF5ctW1ZSUqLRaH73u99Jld26dZPeAPTBBx98/fXXZrPZbDbn5uZu2bJFCPHMM89ItysDAAAAAFxPp55BSgiRlpZ28+bNq1evbt26devWrbZxb2/vhQsX2j+CO3369KtXr+bl5b311lvSK63MZrMQIiYm5oUXXnj0ew4AAAAAeDQ6e7L19PR88803v/rqq6+//lqaCyo4OLh///4pKSnSE7Y2bm5uy5cvP3To0JEjR8rKyoQQ4eHhSUlJ48ePd3Nzc87eAwAAAAA6noIJsltUVVVlsVicvRf/I5VK5ePjI4Roamqqrq529u5ABjw9PT09PSsrK2kI+Elqtdrb21sI0djYWFNT4+zdgQzQYdB6dBi0FR3Ghfn5+bWpvlM/ZwsAAAAAwE8i2QIAAAAA5I1kCwAAAACQN5ItAAAAAEDeSLYAAAAAAHkj2QIAAAAA5I1kCwAAAACQN5ItAAAAAEDeSLYAAAAAAHkj2QIAAAAA5I1kCwAAAACQN5ItAAAAAEDeSLYAAAAAAHkj2QIAAAAA5I1kCwAAAACQN5ItAAAAAEDeSLYAAAAAAHkj2QIAAAAA5I1kCwAAAACQN5ItAAAAAEDeSLYAAAAAAHkj2QIAAAAA5I1kCwAAAACQN5ItAAAAAEDeSLYAAAAAAHkj2QIAAAAA5I1kCwAAAACQN4XVanX2PqCd5eXlvf7660KIkJCQDz/80Nm7A8ClnDlzZunSpUKIsLCwbdu2OXt3ALiU06dPv/HGG0KIvn37/vWvf3X27gCQE3dn7wDaX2Nj4927d4UQ9+7dc/a+AHA1dBgAHcfWYerq6py9LwBkhruRAQAAAADyRrIFAAAAAMgbyRYAAAAAIG8kWwAAAACAvJFsAQAAAADyRrIFAAAAAMgb77MFAAAAAMgb12wBAAAAAPJGsgUAAAAAyBvJFgAAAAAgbyRbAAAAAIC8kWwBAAAAAPJGsgUAAAAAyJu7s3cAP2rRokV3797dtm1bi2tNJtPu3bsvXryo1+ubmpp69er15JNPTpo0qUuXLs2Ly8rK9u7de+7cuZqamscee2zAgAGpqal+fn4OZVar9dChQ9nZ2WVlZRaLRafTJSUljR8/3s3Nrf0PD4BTtVeHMZvN+/fvP3v2rNQ3goKCBg4cOHnyZA8PD4dKOgzg2hobG/ft2/ftt9/euHGjrq4uODg4PDw8JSXl53ze6IhKAK6K99l2UiUlJS+//LK/v3+LnzsLCwvfeuut27dvO4zrdLrMzExfX1/7wdzc3PXr15vNZvtBDw+PP//5z5GRkbaRpqamzMzMs2fPOmwzOjo6IyNDrVb/rOMB0Jm0V4epqKhIT0+vqKhwqPT19V2zZk3v3r1tI3QYwLXdvHlz9erVBoPBYdzDw+Oll15KSkqyjbS+G3REJQAX5rZy5Upn7wMcVVRUrFu3rra2tmvXrpMmTXJYazQa09PTKysrQ0NDX3311ZdeemnChAlBQUGFhYV37twpKipKSkpSKBRScUlJycqVK81m8+DBg9PS0ubMmTN48ODi4uI7d+7k5+cnJye7u//nuv2uXbsOHTokhEhNTU1LS5s0aZJWqz1//nxFRYXJZBo0aNCj/A8A6Djt1WGampoyMjIMBoO/v//LL788d+7cqVOnRkVFFRUVVVRU5OfnP/3007arJXQYwIVZrdaMjAy9Xu/p6Tlnzpy0tLQZM2bExsYaDIaKioq8vLy4uLju3btLxa3vBh1RCcCFkWw7Eb1e/9lnn+3evfuDDz6oqakRQrT4ufPjjz/Oz8/39/fPysoKCgpSqVQajSY8PHzQoEFHjhwpLy+Pjo7u2bOnVLxp0yaDwRAdHb18+fLAwECVSuXv7z9s2LDDhw/X1NSEhIT06dNHCHH//v1169Y1NjZOmzYtNTXVy8urW7duUVFRKpXq/PnzxcXFY8aMaX5vIQAZafcOo9frd+7cKYRYu3ZtdHS0h4dHly5ddDrd4MGD9+/ff/fu3djYWH9/f0GHAVzdxYsXP/vsMyHEkiVLfv3rX2s0GpVK1bNnz8TExNzc3JqamsrKyl/96leiLd2gIyoBuDZmkOpELl++vG/fvoKCgoffIv7DDz8IIcaPH6/RaOzHQ0NDhw8fLoQ4efKkNCJ9USqEeOGFF+xvxenRo8eYMWOCg4NLS0ulkW+//dZkMimVysmTJ9tvc8KECWq1uqGh4cyZM+1whACcp907THFxsRCiW7duISEh9pUBAQHSY3VSgaDDAK7u6tWrQgidTjd06FD7cbVaPWHCBCHElStXpJHWd4OOqATg2ki2nUh8fPzb/5WamtpijdVqLSkpEULodLrma6ULsNevX5d+lGJtr169+vXr51D5+9//fvPmzTNnzpR+vHTpkhDi8ccf9/Lysi/z8PB44oknhBCFhYU/48gAOF+7dxitViuEqKurc3jOtra2tqqqylYg6DCAq5O+KA8LC7M9DGUj3bhRXV3d2Ngo2tINOqISgGsj2XYiXl5eYf/12GOPtVijUCikD4vNp2yxDd65c0f6saysTAgRFRXV/EzjQPoYKn1sdRAcHCyEqK6ubv2BAOiE2r3DxMbG9u/fXwiRmZl55coVq9VqtVqvXbu2evVqi8USFhYWFxcnVdJhANc2adKkNWvWzJo1q/kq6XKuv7+/NK9H67tBR1QCcG289Ud++vbte/v27ezsbIe57MvLy0+dOiWEqKystFqtCoVCauW+vr5VVVW7du3Ky8urra3t1atXWFjYlClT7M8BUqXDl50SaZCzAvAL0foOo1QqV65cuWXLluPHj7/22mtqtVqhUDx48EAIER8fv2DBApVKJf0uHQZwbQ6PJNiUl5d/+eWXQojExERppPXdoCMqAbg2rtnKz4wZM9zc3K5du7Zy5crLly8/ePCgurr66NGj6enp9+/fF0JIN/yI/36LWVNTs2DBgoMHD96+fdtsNpeWlh49enThwoVffPGFbZtSZYtnBW9vb8FZAfjFaH2HEUI8ePDA9tSu2WyWYq0QwmKx2JYFHQb4RSooKEhPTzcajQEBAbYnYFvfDTqiEoBr45qt/ISEhMybN2/r1q3nz58/f/68bVyj0YwdO/af//ynVquVbj+Wen1OTo6Pj8+8efMGDRrk7e1tMBg+/fTTvLy8jz76KCIi4vHHH2/NH7X/LAvAhbW+w1RXVy9ZsqS8vDw0NHTWrFkRERFKpfLq1as7d+48ffp0UVHRunXrpEfsfhIdBnAl5eXl27dvP378uBBCp9OtWrWqW7durbcvseAAAA2ZSURBVPzd1neDjqgEIGtcs5Wl5OTkd955JykpqU+fPiqVqnv37klJSe+8806vXr2E3awt0jMt7u7uq1atGjduXM+ePTUaTb9+/VasWDFgwACr1bpjxw6p0tfXVwhRV1fX/G8ZjUb7bQJwea3sMNu3by8vLw8MDHzzzTeHDh3avXt3b2/vQYMGZWZm9unT586dOx999JFUSYcBfiEaGxs/+eST+fPnHz9+3M3N7dlnn924caP9N1yt7wYdUQnAtXHNVq4CAwMXLlzoMCjdb9OjRw/pR61We/369djY2LCwMPsyhUIxbty4wsLCoqIii8WiVCqls4J0AnDAWQH4BfrJDmO1WqXHbidMmODwoki1Wj158uRNmzZ98803TU1Nbm5udBjgl0Cv12dlZen1eoVC8dRTT6Wmpkpfh9lrfTfoiEoAro1k61Kkee1tr+uQPoC2eDegNGgyme7du+fl5SWdFWwv87AnDXJWAGDfYRobG6XHbgMDA5tXBgQECCGamprq6up8fHzoMIDLKy0tXbZsmdFo9PPzW7x48YABA1osa3036IhKAK6Nu5HlZ+/eva+88sq7777rMF5eXn758mUhxLBhw6QR6QOowWBovpEbN24IIbRarTTjQmRkpBAiPz+/vr7evqyhoeHcuXO2AgAur5UdRqVSSVdjpGbi4ObNm0IILy8vafoWOgzg2kwmU0ZGhtFoHDJkyMaNG38s1oq2dIOOqATg2ki28hMUFHTt2rXs7Ozy8nLboMVi+fjjj4UQ4eHhERER0mBCQoIQoqCgoKCgwH4LDQ0Ne/fuFUJERUVJI0OGDPHw8GhsbMzJybGvPH78uMlkcnd3Hz58eEceE4DOovUdRvqweODAAZPJZL+FhoYG6T0fkZGR0lxTdBjAtR09erSyslKn0y1durTFOYptWt8NOqISgGtzW7lypbP3AS24du3a6dOnu3btOmnSJIdVfn5+33zzTXV19XfffRcSEuLj41NcXPy3v/3txIkTCoXitdde69mzp1Tp4+NTVlZWWlqam5vr6emp1WqVSuW///3vrKysoqIijUaTnp7etWtXIYRarW5oaLhw4cL3338fGBgYEBDQ1NR05syZjRs3WiyWiRMnSiEZgGtolw4THh6ek5NTVVX13Xff9ezZ09vb22w2FxYWbtiwoaioSK1WL1myxMfHR9BhAFf33nvvVVZWxsXF9ejRo7Il1dXV0hNSre8GHVEJwLUpbK8iRKeSk5MjTSe4bdu25mtLS0uXLFly7949+0E3N7d58+YlJyfbD96/f3/58uVXr1512IK3t/fChQuHDBliG2lqalqzZk1eXp4QQq1WCyHMZrMQIiYmJiMjQ6VStdORAXC+9uowZ8+effvtt5tP3OLp6ZmWljZy5EjbCB0GcFVWq3XGjBnSg/c/xtPT89NPP5WWW98NOqISgAvjmm0n9ZArKkIIHx+f0aNH19fXm0ym+vp6X1/fuLi4P/zhD0OHDnWoVKlUSUlJXl5edXV1JpNJpVKFh4ePGDHi9ddfDw0Nta9UKpUjR4709fWtqakxGo0KhaJPnz5Tp06dM2eO9PYgAC6jvTqMTqcbM2aMEEKpVD548EClUoWFhSUkJCxZsqRfv372lXQYwFXV1dXt2rXr4TUqlWrq1KnScuu7QUdUAnBhXLMFAAAAAMgbM0gBAAAAAOSNZAsAAAAAkDeSLQAAAABA3ki2AAAAAAB5I9kCAAAAAOSNZAsAAAAAkDeSLQAAAABA3ki2AAAAAAB5I9kCAAAAAOSNZAsAAAAAkDeSLQAAAABA3ki2AAAAAAB5I9kCAAAAAOSNZAsAAAAAkDeSLQAAAABA3ki2AAAAAAB5c3f2DgAAABmoqak5ePDgrVu3UlJSdDqds3cHAID/h2u2AAA4x5kzZxQKhUKhmDlz5o/VJCQkKBQKpVJZVlZmP37ixInZs2f37dvX09OzR48ew4YN++Mf/6jX6x/y54xG49tvv52UlBQREaHRaPz8/AYOHDht2rQjR45Yrdbm9SNGjFAoFM8995wQ4uDBg3379k1NTX311VcLCwv/xwMGAKDDKFo8mQEAgI5mtVpDQ0NLSkq8vLxu377dpUsXhwK9Xh8aGiqESEpKysnJkQbr6+tnz569c+fO5htUKpUrVqzIyMhQKBQOq/bs2fPiiy/W1ta2uCejRo06cOCAww6MGDHi5MmT06dPT0tLGz16tNlslsaPHDkyevToth8uAAAdiLuRAQBwDoVCMXXq1PXr1xuNxuzs7Geeecah4JNPPpEWnn/+eWmhqalp4sSJUsp1d3dPTEyMiYmpr68/e/bs2bNnLRbLqlWrKioq3n33XfvtXLp06bnnnpOiaUhIyJgxY3r16mU0Gi9cuJCdnW2xWHJychYvXrxp06bmO1lbWztr1iyz2RwSEhIfHx8ZGTlgwIB2/1cAAPAzcc0WAACnOX369PDhw4UQL7744ocffuiwNjo6+sKFCxqNpry83NvbWwixbt26N954QwjxxBNP/P3vf4+JibEV79u3b/bs2RUVFUKIQ4cOJScn21YtW7YsMzNTCDF//vxNmza5ubnZVuXl5SUmJtbV1fXu3dtgMNj/demarbScmZm5ePFid3e+EAcAdFIkWwAAnMZqtYaEhJSWlmq12vLycpVKZVtVUFAgBdcZM2ZI9x7fv38/ODi4srLSx8cnPz8/ODjYYWs5OTnSfcJDhw49c+aMbTwxMfHo0aMajaaqqsrDw8Pht1JTU6WLw5WVlVqt1jZuS7bJycmHDh1q3wMHAKB9MYMUAABOo1AoUlJShBBVVVXHjh2zX2V7ktZ2K/Lhw4crKyuFEK+88krzWCuEGDVqlJRs8/LyqqqqbON/+tOfDh48mJ2d3TzWCiF8fHykBduTtA6WLl3axsMCAOBRI9kCAOBMUrIVQnz++ee2QYvFIl1H9ff3f/rpp6XBEydOSAuJiYk/trW4uDghhNVq/f77722DiYmJY8eOTUhIcCg2m81Hjx7du3fvw/dw4MCBrTwWAACchQdmAABwpmHDhgUHB5eWlu7Zs2fz5s3SQ7C5ubklJSVCiNTUVNvTraWlpdLCQ5KtTYvTIBcXF587d66oqKi4uPjKlSunT5++d+/ew7ej0WhsF3UBAOi0SLYAADiTNENyVlbWrVu3Tp06NXLkSGE3K/KsWbNslXfv3m39Zo1Go23ZYrFs3749MzPz8uXLDmUBAQEajaa4uPjHtuPr69v8HUIAAHQ2JFsAAJwsJSUlKytLCPH555+PHDmyoaHhH//4hxBiwIABgwYNspV5eXlJC/v27evdu/fDt2krsFqt8+fP37p1q/RjVFRUXFxcTExMZGRkv379QkNDFy1atHHjxh/bDrEWACALJFsAAJwsLi4uKCjIYDDs3r17w4YNOTk5t2/fFkI8//zz9sEyICBAWnBzc4uNjW3lxo8dOybF2pCQkF27dg0bNsyhgLckAABcADNIAQDgZLYZkg0GQ15enm1W5JkzZ9qXxcfHSwv2b/RxsG/fvvfee+/999+3WCy2EWlh8+bNzWOtEKL5LcoAAMgOyRYAAOezzZC8Y8eOPXv2CCGeeuoph1f7jB071tPTUwixfv36GzduNN+IXq+fMmXKvHnzvvjiC6XyP6d429O5Op2u+a+UlpY6vG0IAAA5ItkCAOB80g3JQogtW7bU1dUJu9fY2vj6+s6bN08IYTQan3322UuXLtmvNRgMEyZMaGhoEELMnTvXNh4dHS0t7N6922GDP/zww6hRo+rr66Ufr1+/3o5HBADAo6Tg6RoAADqDRYsWbdiwQVru0qXLrVu3mr9up76+Pj4+/vz580IItVqdnJwcFRXVpUuXwsLCL7/80mw2CyEWLFiwadMm2wO6RUVFMTEx9+/fF0L85je/SUpK8vHxKS0tzc3N3b9/vxCif//+Ukju16/f5MmT09PTu3fvLoQYMWLEyZMndTpdWVnZI/oXAADwvyLZAgDQKeTm5iYkJEjL06ZN27VrV4tlVVVV06dPz87Obr7K3d19/vz5WVlZ0ktxbXbu3Pnb3/62sbHRob5r165r166dNm1aTExMRUWFNGgwGKR5lUm2AAAZYW5kAAA6BdsMyaKlW5FttFrt4cOHv/rqqx07dpw6derWrVve3t4RERGxsbGLFi0KDw9v/iupqalxcXGZmZl5eXlFRUXu7u7h4eETJ06cO3euNN/yqVOn/vKXv5SVlfXt29fb27vjjhEAgA7CNVsAADoFi8USHh6u1+v9/Pxu3LihUqmcvUcAAMgGM0gBANAp/Otf/9Lr9UKIGTNmEGsBAGgTki0AAJ3C+++/Ly085FZkAADQIu5GBgDA+XJzc5988kmr1RoVFXXhwgXbzMYAAKA1mEEKAACnyc3NzczMbGhoOHbsmPRd84oVK4i1AAC0FckWAACnqa2tlV4qK0lJSZk2bZoT9wcAAJniOVsAAJwmMDAwPj7e09MzIiJi7dq1O3bsUCo5NQMA0GY8ZwsAAAAAkDe+GAYAAAAAyBvJFgAAAAAgbyRbAAAAAIC8kWwBAAAAAPJGsgUAAAAAyBvJFgAAAAAgbyRbAAAAAIC8kWwBAAAAAPJGsgUAAAAAyBvJFgAAAAAgbyRbAAAAAIC8kWwBAAAAAPL2f8CVcMQyShTtAAAAAElFTkSuQmCC" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ <br> ```r gm[continent=="Europe"] %>% *ggplot(aes(fyear, lifeexp)) + *geom_boxplot() + geom_point(data=gmPT, colour="blue") + scale_y_continuous(limits=c(60,85)) ``` ### `fyear` is a factor variable ] .right-plot[ <img src="data:image/png;base64,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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ ### Cleaner x-axis ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + geom_point(data=gmPT, colour="blue") + *scale_x_discrete( * breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- <div class="ggplot2-hex-right-top"></div> .left-code[ ### Modify points ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + *geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, * shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: false <div class="ggplot2-hex-right-top"></div> ## Shapes & Values <img 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" width="80%" /> --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Boxplot --- .left-code[ ### Final ```r gm[continent=="Europe"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(60,85)) + *ggtitle("Portugal (x) in Europe") + *xlab("Year") + *ylab("Life Expectancy at Birth") ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line Plot --- .left-code[ ### Line for each country ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp, * group=country)) + geom_line(colour="grey80") + scale_y_continuous(limits=c(0, 85)) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - Line Plot --- .left-code[ <br> ```r gm[continent=="Europe"] %>% ggplot(aes(year, lifeexp, group=country)) + geom_line(colour="grey80") + *geom_line(data=gmPT, * colour="blue") + scale_y_continuous(limits=c(0, 85)) ``` ### Used `geom_line()` twice See "`gghighlight`" package ] .right-plot[ <img 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" width="100%" /> ] --- layout: false class: inverse, center, middle # Facetting Plots --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Facetting by continent ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + *facet_wrap(~continent) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Adding Portugal ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + geom_boxplot() + *geom_point(data=gmPT, * shape = 4, * colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ### Reduce outlier size ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp)) + *geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Life Expectancy - By Continent --- .left-code[ ```r gm[continent!="Oceania"] %>% ggplot(aes(fyear, lifeexp, * colour = continent)) + geom_boxplot(outlier.size = .5) + geom_point(data=gmPT, shape = 4, colour="blue") + scale_x_discrete( breaks=seq(1960, 2010, 10)) + scale_y_continuous(limits=c(40,85)) + facet_wrap(~continent) + xlab("Year") + ylab("Life expectancy at Birth") + *theme(legend.position = "none") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 2 - Europe" --- class: inverse, center, middle # How does Portugal perform on health and wealth? --- <div class="gapminder-logo-right-top"></div> ## Health versus Wealth over Time ### We will only use data for 1960, 1980, 2000 and 2015. ### This is essentialy a subset of the famous gapminder plot .pull-right[ <img src="data:image/png;base64,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width="450px" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth --- .left-code[ ### Colour code by year ```r yrs <- c(1960,1980,2000,2015) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, * colour=fyear)) + geom_point() ``` ### Not easy to interpret ] .right-plot[ <img 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sysrHMKttlsV1555VtvvfXRRx8F8ur594xn1od+vdHY/IOKqi5jbRuvpt1/uua5uvoO7SdUzyetzs3NLQdd7p7vkKB8Pus/1pj27uxp3yZnq/WNvxv37Y5hWQAAANCZSlXd3+oM96q3GhqjUUzofvzjH7///vvtVwK3CUznFhQUmEwmIcSpU6eEEOPHj+/cM7AW+PTp04G/nn9PTv1B2Mrc6rLK0yFG0geray+0WiYnWZt8/j/V2V9taDqufn0KkdUgXZ6cfHd2xtQka5Sq7XWW9zYqx44E76dplvc2+jMyfcNGRL8oAAAA6M/nTncE8zwHwg/Dvattd6gOjh49+uSTTwohbrnllkBLdXW1ECIzM7Nz58CMa6BDr/RkzhZh+9WZWlfIe4B5Ne3h6trNzS1Ty46urKlrH2uFEE6/9nZT89yjFcuqqkO/ZxwZTlUaP9sbam+/3/Lu28Lni2ZFAAAA0Ktqjyd4p07qvT418VY+fvDBB5dddlldXd3IkSPvvffeQGNgorXDsuGADnn1/HuSbBGek6rnnXCecRdC7Gp13lxRZQ8EvG7+Da6pb1x47GRrDPejjox5x9ZQDo9tY2ioN5YeiF49AAAA0K8kQyRxzGQwGA29eK7t+Tp69OiiRYsuv/zyysrKoqKizZs3Z2R8udVO0DNxVFXtrZ4kW4Rno6Pb86N74G8bf93/G9zT6lxWWR1RUTEiuV3KiWPhXqUc7niANQAAACCEyDOZIrhqiFFJkFyrqury5cvHjh27du1aRVHuu+++/fv3FxQUtHUYPHiwEKK+vuPOO0IIu90uhMjNze2tnjxni/B84Vajd/N/NjVvbm65MiWSY7ViwHCmOoKlxcrpqmgUAwAAAL2bZLOmyXJjmL9hzkpNiVI9YSkpKbnllltKSkokSbr55psfffTRwsLCDn1ycnLEV9G0gw559fx7MmeL8NRG9DBA6J6orYvq/c+HoSWic3RcTsnn7e1aAAAAoHtGSbohMz3cq76TGf9jNQ8ePHj55ZeXlJTk5eVt27btpZde6hxrxVfzq4cOHer80uHDh9s69EpPki3CkybLUb3/3lbnaU+i5kApwn8vWg+LsAEAANCP/SxnoDWch2bnpKV+MzkpevWEoqWlZfbs2Xa7fe7cufv27ZsxY0Z3PadNmyaEeP/995ubz5kicrvdmzZtauvQKz1JtghPQUQPA4ROE+JTZ5z3Me+OPzmShR+aNUlE+eMAAAAA6FSuyfg/BXkhdh5iMv6uYEhU6wnFSy+9VFVVNXr06Ndee63L3YzbzJ0712azqar6/PPPt29fs2aNw+EwmUwLFy7srZ4kW4QnBg/BVifqnK0/J1czGsO9yptXELwTAAAA+qvvZKY/NjQ3aDAbajK9MmJYTvi/jva6VatWCSFmzJixf//+T7qye/fuQM+MjIyf/vSnQoh777335ZdfdrlcLpfrH//4xx133CGEuOuuuwIPzfZKTyno9sr9k91u98fwBBqLxZKcnCyEUFW1qakpem9kby1rdB13eRqsxsxMW1GqOT+Cm1xRfqLE6er12tqszB10a1fPG8iynJGR4XA4XK4ovnvPLG++Zjx0MKxLXAu+7SkaG6V6OrBarTabTQjhdrs7LM9Am0QYSAmOgRQKBlJQDKRQMJCCYiCFQlGU9PT05uZmt9sd71qiIjs7O94ldOTz+VpbW3v3nluaHPdVVJV39UOUhFiQkfb/8nIH9WqsNRgMgX9fYdE0LT09vefMkpaW1tDQEPizx+NZuHDh+vXrhRAWi0UIEfgv3qxZs95++22z2dx21Xn2ZG/kfsHrd+6revpfp19scle0b89KGj1h8G3FObfIhjD+kTwyKPvG45XR+0RksDFxh6U6/TJjWakI+VMP38BBnlFjoloSAAAA+oArUpN3FRetq298q7HpsxbnKY8nyWAYYjJ+KyX525npFyZZ413gl+x2e1hTcUajcd26dc8888xzzz136NAhTdMmTZp06623Ll26VFGUXuzJnG3X+tKc7ZnmfetLv9/s7vbsmSzbmHljX0i3drGbWXceO1P729pOW3JrPR1XGyKjJH0+ZkR6Vw+mJsgH2+aPt5o++iCUnpqiOBd/3zdocJQr+hofbIciQQZSImMghYKBFBQDKRQMpKAYSKFgzjb2ojFnG3uRzdkmLJ6z7eNONmx7tWR+D7FWCFHXcmjt/tl1raWh3/b+gQPuys7s2Nop1l6ZHPY/lcuSk7qMtYnDffFMz/iJQbtpsuK69t9iGWsBAACAfotk25c1uSvePvQDrz/4x8Aub8M///XvLm9DiHc2SOKXOQOez88dbup6GfMQo/GPQwe/PGzoDFtom5JrQgghCfHzgQn3mVxHkuS6Zr778qs1Y7fbRPszs1oX3eotYh0yAAAAEAuJ+0CjEOLuu++uqKjouc9DDz00derUwJ81Tdu4cePmzZsrKyv9fv+QIUNmzZo1d+5cObHnAKNn+9FHXZ76EDs3uSv2nHzykuG/DP3+16amXJ2S/KGjdVOz4wu3avf50mV5hMl4RYrtypRksyQJIVbmDrrmaEWjzxfkXpIQQiwbkDXRagm9gDhSp0zzjL3A9OkupeyQwX72y1aDwZdX4Blzgad4Aif9AAAAADGT0Mk2LD6f77HHHmvbYFoIUV5eXl5e/sknnzzyyCOmKJ/CmoAanEePnP1nWJfsP/XXb+T/1CSHcWqrUZKuTLH1cBTQSLNpVV7ukooqR7Dnlm9MT30w8Sds29Fsye6Zs9wzZ0lej9TcrClGzWYTBtZBAAAAALGW0Mn2Jz/5SXfPwZeWlr7wwgt5eXkTJkwItPz9738PxNrFixdfeumlBoPho48+euGFFw4cOLB69erbb789dnUnhvK6tzUR3vZgPr/7uH1L0YDre7eSmclJGwrzl1aePuDq+qeZZDD818Csu7Izz3v/qfjQFKOW0empYwAAAACxktDJdsSIEV22O53O3/72t0aj8b/+678C5xq1tra+/vrrQoibbrpp0aJFgW433HCDpmmrV6/esGHDjTfemJ7exRGpfViN47PIrur1ZCuEGGMxbx4xbF1T82sNTR86Wlxf7cg92mKek2K7PStjkJLQQxEAAABAItNlnPjLX/5y5syZO+64Y9iwYYGWvXv3ulwug8GwYMGC9j3nzZu3Zs0aVVV37dp19dVXx6HW+GlRz0R0VXWvVxJgkMTCtJSFaSlCiLNen8vvH2hUTJJOp2kBAAAAJBD9PRO4c+fOzZs3T5o0ae7cuW2Nhw4dEkIUFxenpJzzjKjFYrnwwguFEKWlYRxp0zfIBnMkV0mRXBWubEUeajISawEAAAD0Cp3N2Xo8nr/85S+SJP3gBz+Q2uUiu90uhCgoKOh8SX5+/u7du+vru94ieOPGjS0tLZ3bL730Uosldpv0Go1fnp1jMBh6633TrENFvRBCaF0cNNutdFt+LL/wsBgMBtHue4XOlK8WdcuynLA/x7hjIAXFQAoFAykoBlIoGEhBMZBC0TaQJKYN0I/pLNmuX7++pqbmqquuysvLa98eCK4dJmwDAo3dJdunnnrq1KlTndtnzJiRnJzcCxWHSVGU3nrf0bmzD5x6SYQTa4UQY4fOicsXHjqz2Rx4uBo96MWB1FcxkELBQAqKgRQKBlJQDKRQMJCCIvmjn9PTauSWlpZXXnnFZDJ997vf7fBSYM62y2Sbmpoquk+2fdjonHlmJYzze4QQaUn5eZnTo1QPAAAAAESJnuZsX3vttebm5gULFmRnh33qqdfr7bJ94sSJQ4cO7dxuMBg8Hk/YJUbKYDDIsiyE8Pv9Pp+vV+4pC9vFhfd+ULY89Eu+VfSIz+v3iSAHz8aR0Wj0+Xz+YEfj9lvRGEh9EgOpZwykEDGQesZAChEDqWcMpFBIkqQoSh8eSKzYRyh0k2xVVX3nnXeEELNnz+78akZGRnV1tcPh6PxSc3OzECIzs+vjRh999NEu2+12e2NjY+TlhslisQQW2Hi93qampt667QUDfni4ev3ppj2hdB6ZfW1B8rxYftXhkmU5IyPD6XS6XK5415KgrFarzWYTQng8nsDIR2cMpKAYSKFgIAXFQAoFAykoBlIoFEVJT09vbW11u93xriUqIpjWQj+km9XI27dvdzgcY8aM6XKKNSMjQ3wVYjvoOdn2bbLBPG/sC9m24qA989JnXl30lCTpZjwAAAAAQBvdzNkGJmyvuuqqLl8NJNuqqqrOLwUa+2eyFUIkmQbedOH6D8sf/LzmZU3rYoGKLJkuGvqjiwseMEi6GQzxp2mG01Xy2RpDS4tmMvlT03z5wzQz2zYAAAAA8aGPMHP8+PFDhw4ZjcZLLrmkyw6jR49ev359SUmJ0+m0Wq1t7R6PZ9++fYEOMao18Rhl25VFT04ccsfnZ/73uP3dJneFz++RJVO6dURh1uzxg5ekmPOC3wVCCCEkr9e4d6dp706p5dyl77LsGVGkzpzlz8yKU2kAAABA/6WPZLtjxw4hxOjRo9un1vamTJlisVhcLteWLVvmzZvX1r5t2zaXy6UoyrRp02JUa6LKto29tPBXlxb+ShOa6m0yK2nxrkh/DPV11n+sMdjrunjN5zOWlRrLy1yzZnsmTol5aQAAAEC/po/nKgPzrsXF3T4vmpycfP311wshnn322a1bt6qqqqrqjh07nnrqKSHEtddeG1iuDCGEJCRibQQM9rqkvz3Xdaxt4/NZ3n3b/Mn2WBUFAAAAQAhdzNk6HI7Dhw8LIcaOHdtDt+985ztHjhzZs2fPypUrTSaTEEJVVSHET0zo7AAAIABJREFUhAkTlixZEptS0VdJXo/1H2skpzOUzqbt7/sG5ngLR0a7KgAAAAABOki2n332maZpkiSNGTOmh26yLP/iF7/YuHHju+++W1lZKYQYMWLErFmz5s6dGzgGDYiYcc9OQ32Ps7XtaZr5vY3eguGCgQcAAADEhA6S7YwZM/75z3+G0tNgMMyZM2fOnDnRLgn9i99v2rszrCsM9XXG8jJPUU+rDAAAAAD0Fn08ZwvEkXy6SmptCfcq5cjhaBQDAAAAoDMdzNkC8WWoPRPBVVJEVwEAACDxGQyGwM4+uiZJUrxL6E0kWyCIjkfXhsbQEvY0LwAAAHRBkiSz2RzvKnAOViMDwRgj+UBOi+gqAAAAABFgzhYIQktLj+gqDg0GAADos/x+f7xLOF+SJPWlBckkW0TO6bGfqH+vwXnU5bVblMx06/BhmVdYlMyvXm5Vjh0x1NcbnK1+a5I/I9M7fISwJsW15Eh48odZDAYR5n+8vMNGRKkeAAAAxJfP52ttbY13FefLYDDYbLZ4V9FrSLaIRJPrxMfHH/vi7Dq/5mvfbpDkEVnzLsv8z6xdXxjLSjumQYPBUzRWnXm5Pz1TxITU2mJoahQeVUtK1tIztMgOmLUmeYePVMrLwrhElj1jiiN5LwAAAADhI9kibEfOvrnx8F1ev7PzS37Np5QdzDryqtHf1dDy+42HDipfHHbNnuctnhC9CiWv17hvt3KwRG63QbFmMnmHj/RMvdg3eEi4N1QvnaUcOxL6tK06cYqWympkAAAAIEZItgjP4dp/bDz0I01oXb56wdnRC8qvlrp+8UuSz2vdsM6pad4LLoxGhXLVSeubr0nNTR3fV1WNhz83lpV6ii90Xz1Xk8MY/L7sge5LrzB/8G5InQcNVi+dFUbFAAAAAM4PeyMjDHUthzaX/bi7WDuwNWte+RU9x9ovaZp50zq5tqZ3yxNCKGWHrGtXnxNrO9SjacZ/7U9as1ryqGHdWZ16sXvaJSLYQ/a+gTnOf1ukKcawbg4AAADgfJBsEYaPjj/q9bu6e3VWxQxFC/4gayBpGnzCvfHZ3itNCCHkmjOW9a9LvnMe/RVdRVHDqUrL2+vCvb86c5Zz/rf93S0zlmV10jecN39fS04J984AAAAAzgerkRGqBufRY/Zul+NmudJHNhSEcp+2pJlx2lNZuTNt6Dd7ozohNM2y+W3J6wmxu1JWqhw57B05Oqw38RaN8Y0YpZSVyl8ckutqDS0tmsnkT03zDhvhHXuBP6LzgQAAAACcJ5ItQnXUvrGHV4vqCyO459lPX+qtZCsfP2qoOhnWJaaPt4aebCWXUyn9l3KkTLafFc5WYbH40zLc4yZ4xo3XUlLDrxcAAABAryHZIlT21p6Ovcl2ZkRwT9lud3rqrMasSIv6mvGL0rDf/cxpQ2ND8IlWTTN9usv08VbJ1W47aI9Hbm6WKytMH33omTLNPeMyEdmRQuiRpKrKsSOGM9UGR7NmNGopqZ784f7BuUEfeAYAAEC/QrJFqJxqbQ+vJnmSIrhnksdysmFr0YCFkRb1NUNVZQRXyadOBkm2Pp/l7TeMhw5297rk85p2bperKpwLv6NZrBHUgC5JTqfpk23GfXskn7d9u0kIf3qmeuksz+hx8aoNAAAAiYYdpBAqs7GnA1pdsjuCe7pkd5MrvCXE3TG0NEdwldQc5CrL5g09xNo2cmWF9c3XQj/wFj2Ta2uSVj9j2vNJh1gbYGiwW/75quXN10J/rBoAAAB9G8kWoUox5/XwaqO54/mxoWiwNKm+SBJpF6SIBrOhp6uUI4eNJZ+GeCf5+FHT3p2R1IBzGerOWl9+3tDU2HM346GDln++JrRQjpkCAABAH0eyRaiGZVzRw6tH0k9EcM/y9BM206BIKzqHPzk5gqt6OqFH08zb3gvrbqZPtkvuSOau0Uby+ayvr5Xc3R4u1Z5SXmb+ZHu0SwIAAEDiI9kiVDkpk7OSut1JuCql+qylPqwb1lkaKpNPZ9uKz7s0IYTwDQ3pzKFzSJJ3SH53L8o11YazPT1a3MX9XE7l2JGwy0A7xn27DfV1YfTfuV1qcUSvHgAAAOgCyRahkiTDjOEPd/eqJrT3Cj4K64bv539sNmUOTv3GeZcmhBDeMWEnZF/uUC2l2zlb+Xh5BGXIxyK5Cm2Mn+4Kq7/k8ZgO7I9SMQAAANALki3CMDzz6om5/9Hdq2UZx3bnfBbirfYMKjmUWX7RkB8ZpN45LMc3JM83fERYl7gv+VYPrxqCbS7VzVVBng5FDwxnawyNDeFepRz9IhrFAAAAQEdItgjPzMLl4wd/r7tX3y3Yvm/Qv4LeZN/Ag5uGbcuwjrhoyB29WJvrijmhn7vjmTDJlz+8hw6SR42ghsiuQoDBHsY65DZS3dlerwQAAAD6QrJFeAySMmvk/5s9+k8p5iGdX/VL/ndH7X1j5KYmc9ePPjabHOtGvru+8D2TMXXeuBcVQ28eAOvPyHQuuFEzmYL29BaOdF05J8jdkiLZkspv635LKgQjOVsjucrlFD5frxcDAAAAHVHiXQB0aczAG0dlX3es/t1jdZvqneUuj91izMywFg7PvHpY5lWfn3n56eyHC+1DRzUMy3SmW70Wp+KyWxu+SD/+RcYxr+TLsI64rvilDOvIXi/Mlz+8dfFtlvX/kGtruu4hy+rUi90zvtXzeT9CCP/AgREU4M8eEMFV+FLIU+7taSaTkHtnTTsAAAB0imSLCMkG88iseSOz5nV+acLg7+elz/z4+GPr7e/4/J72LyUZB3xjyB0XDblDMViiVJh/wMDWW+9QSg+YPj8gVxxvm83TUtM8I4s8k6f50zNCuY93+Cghy+FOBhpOVQpNE5IUdt0Qwp+WHslVof1AAQAA0IeRbBEVGdaR1459zu1tPNmwvdld6fY22kyDspPH5SRPlqTor4GXJO+4Cd5xE4TPJ7U4JNWt2VI0a3jzgZrF4pkwybhvd1hXKSeOmfbuVKdMC+sqBPgGDdZsyeGe4uMtHBWlegAAAKAXJNuE0+zzv+do2d7Setrj9WraAEWenGS9JiU5x6i/H5ZZSRuZfW08K5BlLTVNi/Rq9/RLlbLScIOWacc2T/GF4QZpCCGEJKnjJ5o/2R7GJbLsvWBi1AoCAACAPugvLPVhLr///1aeXll1qtnnb9++pqHpAanmu+mpDwwaMEDhecLY0ZJszvk3Jr38ghBhpGPJ5VQOH/RMnBK9wvowzzemm0r2Sa0tofa/cLI/IzOqJQEAACDxsTdyoqhW1cv3/+uRisoOsTbAq2kv1jdeUX58n9MV+9r6Na83rFgboJSXRaOW/kAzW5zzbwxxRyhfTq77siujXRIAAEAs+VWptUpuKlMc5Yqr1hD+r6L9FMk2ITj8/qs/O/hJU7MQPcWo0x7vjcdPlrk5MTV2DA32SK6yR3IVAnx5Bc4F3w56epNvSJ7zhu9qCgtPAABAH9FyUj7xivXQ75OP/S3p5BvWE69Zy1fZDv8x+fQWs7cl4TYoVVV15cqVV1xxRV5eXkpKyje/+c2lS5dWVlZ27un3+59++ulp06alpaWlpKRMnjz5d7/7ndfr7fn+U6dOHTZsWJcvbdmyReqEXwoTwr0nqg60fHWSZ4+Dtsnn/35F1QcjhxnZfTcmDE5nBFdJrkjOZUUb74ii1iU/NL//bpez35rZ7PnGDPfUiznsBwAA9A1+jzi10dL4ubHzS94Wyb7X1FBizJ3tThvn6dwhLo4cOTJ//vzS0tK2ll27du3atWv16tV//OMflyxZ0tbu9XoXLlz41ltvtbV8+umnn3766RtvvLFhwwaLpesDUw4cOLBnz56CgoLu3r1zI3O28VfidK2tC2OKr8ytvmhviF49aM/fzT+2nmkRncuK9vwZWc5/W9Ty/R+pM2d5i8b4h+T58od5L7jQee31Lf/xY/e0S4i1AACgb9C80vG1SV3G2jZ+j1S53lK3K8iittjQNG3RokWlpaWpqanPPPNMVVVVU1PTli1bpk6d2tLS8sMf/rCkpKSt84oVKwKxdvny5WVlZeXl5b/+9a+FEB988MEDDzzQ5f2PHz++ePHiHgoIJNsbbrhhWzvM2cbfi/WNXTxZ26PV9Y23ZSXWGZ6Sz2s4ecLQ3Cy5XZrN5sse5B8wMN5F9YLIdidiT6Pe4s8e6M7uCwMJAACgO1UbLM5TIXxkr4nqD82mLH/KiCDreKNt69ate/fuFUK8+OKL8+fPDzTOmjXrww8/nDx5cmlp6UMPPbRu3TohRGNj4xNPPCGEePDBBx9++OFAz5///Oeapj3wwAN/+tOf7r///kGDBgXaS0pKnn322ZKSkq1bt/r9PSWkQLK95JJLLrnkkrZGkm38bXaEug1sm4Mu9ymPNzcxzgGSmhrNH3+oHDooec5ZHeFPS1enXuyZMEnXc2v+vGGa2Sy53WFd5R1RFKV6AAAA0Je0nFAaS0P+rV4Tp9812wq8hrjmgECsLSoquu6669q3W63WZcuWLV26dNeuXYGWDRs2OBwOWZZ/8pOftO+5bNmy5cuXu1yuN9988/bbbw807tq163/+539CKSCQbIuKzvmVm9XIcaZqWpUayXL5Y2pC7COlfF5ie/Yp44H9HWKtEMLQ2GDZvCHpxb8YGnW8dlqTZU/xhPAuMVs8Y4qjVA8AAAD6ktqPw1tg7GkyNJb2tG45Bg4ePCiEuOiii6ROW/8E9nyqrq5WVVUIsWPHDiHEzJkzs7Ky2nez2WxXXnmlEOKjjz5qa1y4cOG+ryxfvry7d/f7/eXl5YJkm2jqfb6v9kIObz/v+q4OB4ox06e7revfkHrc1kyurUl66VlDQ33Mqup16vTLgj432/6Hp067RFiToloSAAAA+gBvq9RaFfbyxqayOK/c/PGPf/z++++vWLGi80uB6dyCggKTySSEOHXqlBBi/PjxnXsWFxcLIU6fPt3WkpWVNfEr+fn53b37qVOnnE6noii1tbULFy7Mz89PSUmZNm1aQixn7c8yDLL0ZS4Kb6/jTDnOn0rIFcfN728MpafU2mJ9fW3rkts1WZfjTbMmOa/7t6TXXhbdL/dv++F5R45Wp14cm8IAAACga64aWQt/usp1Os7P+k2Y0PWSxqNHjz755JNCiFtuuSXQUl1dLYTIzOxiD5rALG6gQ1gCS5G9Xu/06dPbGnfu3MmcbZyZDFKeMezlBJIQhcFO+4wuv9+85Z0ekl4HhrM1xr27olpRVPmGjQjlhFXPmGLXdf8mOJAJAAAAIfA6Ivm90euUNF+v13K+Pvjgg8suu6yurm7kyJH33ntvoDEwJdthKXLAeSZbIcTUqVPfeeed2traioqKl19+WZdzaH3M1Sm2v4Z5is9EqyUnrttHKceOyGdrwrrEtHuHOmWaMOj1wxTvyNGtS35o/nCL8sWhzq9qKanuSy73FE8g1gIAACBEUkS/GkuGCC+MkqNHj/73f//32rVrhRBFRUWbNm3KyPjyGBdNC/LEpRr+5kFZWVm33nrroEGDfvnLX1qtXz4zuGjRIpJt/C3JTF9V3+gL9lNv79bM9OjVEwrli8PhXiK1tsinq3xD8qJRT2z4M7Kc199kaLArXxyWa2tEi0OYTP7UNN/wEd68YbreAhoAAACxpyRHsnWOkuQP80HGaFFV9fHHH3/sscdUVVUU5Z577nn00Ufb0qYQYvDgwUePHq2v72LPHbvdLoTIzc0N900XLly4cOHCzu0k2/gbazEvyc5cVVsXYv8LLOZF6alRLSkoQ+2ZSK6qqdZ1sg3wp2fyJC0AAADOn3WwTzJqmie8nGorSIi1yCUlJbfccktJSYkkSTfffPOjjz5aWFjYoU9OTo74KsR2EHGy7Q7JNiH8Ji+3xOXe2+wI2jNTkZ/PHyK3X/Lq90utLYbWVr/VqiXZYjNzaGgJXmpnkqO51ysBAAAAdMpgFKkjveGe4pM2tqejSWLj4MGDl19+ud1uz8vLe/nll2fMmNFlt8GDBwshDh3q4mm+w4cPt3XoFSTbhGA1GDZNKP7254feq2/sodsQo3F1fm6B6cuhb6g6adq/Rzl6RHI5Ay2aorgLCqvGTagbNmKQomQq0Uq5mtEYyQoIY1x3vQIAAAASzMAZalOZMfQdoZKG+pKHxznZtrS0zJ492263z507d/Xq1V1uEBUwbdq0P/zhD++//35zc3NKSkpbu9vt3rRpU6BDWG/t8XjGjx/f0NDw17/+dd68ee1fSqRHj/u3TKPyzoTiJ4bnZ3Y16WqSpDuzMz4YWTDBahFCSKpqefM12/+uMn5+oC3WCiEkr9dSXjbizVfdf3vu8v0HvlF29Fdnztb0eN5sZLTUtAiu8kd0FQAAANBXmTL9Ay9xh9hZNmu517iiWk8oXnrppaqqqtGjR7/22ms9xFohxNy5c202m6qqzz//fPv2NWvWOBwOk8nU5ROzPTAajTNmzDhz5syKFSs67D7FnG0CMUrS3YMHfSfJss3Rur2l9bTH69a0wYo8Kcl6VYot/avEKzlbrWtW97w18Ux77ccfb5rzjcv/R/U8W1f/i5wBt/fqplPeguHy8aPhXSNJvoLhvVgDAAAA0Adkf1P1OCT73iDLGw1mLW+h05wZyaZTvWvVqlVCiBkzZuzfv7/LDrIsT506VQiRkZHx05/+9NFHH7333nuzs7MDOfbtt9++4447hBB33XVX4EHcsCxbtuxvf/vbzp07r7322hUrVowfP97hcOzatYtkm3DMknRliu3KFFvXL/t81jf+HsqJOzlu12t7t10y/Sq70fTAqTNfuNXfDB7YW0V6x1xg3v6B8IXx8LqvoFCzJfdWAQAAAECfMfgKt2WA/8wHZp+r62f+rIN9Q+a6zFnxj7WappWWlgohnnvuueeee67LPmlpaQ0NXx5r+otf/GLv3r3r169fvHixxWIRQrhcLiHErFmzHn/88QgKmDhx4vPPP3/zzTdv3rx58+bNbe2sRtYZ02efypUVIXYubHU8XHYg8Ofn6ur/eLaLTcki409N81w4OYwLJMk98/LeencAAACgj8mY4Bn1Hy2DLnNbB/sMX80/yhYtbYw3b6Gz8N9bEyHWCiHsdntTU1Po/Y1G47p16/74xz9OmTJFURRZlidNmvS73/1u48aNZrM5shoWLVp06NCh2267rbi42Gaz5ebmzp49Wwp6eG7/ZLfb/f7YDR2LxZKcnCyEUFW1p4Hi8yX/+UmptSX0O3sMhtGXzTtlsQohTJL0SVFhnrF3JuolVU363+cMtcFnj4UQ6oxvuadfep7vKMtyRkaGw+EIfMyDzqxWq81mE0K43e7mZnai7hoDKSgGUigYSEExkELBQAqKgRQKRVHS09Obm5vd7lAf19SX7OzseJfQkc/na21tjepbeFsl2SQkJYphzWAwBP599Q3M2eqJXFkRVqwVQhj9/vk1VYE/q5r225qzvVWMZjK1Llzkzx4QtKc6aar74pm99b4AAABAn6ckaVGNtX0PyVZPQl+H3N4Me23bn9c3OXy9N0uvpaW3Lr7NM/4iYeh6IGm2ZOecBe4r5ggpkkOCAAAAACAU7CClJwZHJItwhri+Xilh9/m+cKtjLBGuaO9MM5td11ynTr1Y+bxEOVZuaGqUVLdmS/ZlD/SOHO0dN14zhnfwNAAAAACEi2SrL5FMtxrOvei0x9uLyTbAn5WtzpylzpzVu7cFAAAAgFCwGllP/LaUCK6qslrP+TsLgwEAAAD0LSRbPfEPzYvgqh3p5+wml9NLeyMDAAAAQIIg2eqJN2+Y1mECNhifJP1z0JC2v2Yo8igTD74CAAAA6FNItroiy+o3LwnriheHDK+wfn1K1ZyUZIXVyAAAAAD6FpKtzngmfcOXkxti50pr0kOjx7f91WSQ7hmQFZ26AAAAACBuSLY6o8my8/rv+NMzgva0G803Trqk1mRpa7lvQPZwliIDAAAA6HNItvqjpaS0/PsPvIUje+jzaWrGJdOv3J/6dQD+bnrqPQMyo18dAAAAAMQa2+TqkzXJecNi5Xi58dPd8vGjks8baPZJ0kcZA1blDV87uMD/1fO0Zkn6+cDsuwdk8nwtAAAAgD6JZKtj3mEjvMNGSF6v1NjQ6mhe4/L8zSf2+7W2DoONyrWpKXdlZQxlETIAAACAvotkq3uaomhZ2Zas7O8J8T0harze0x6vqmlDjMbBRoV5WgAAAAB9Hsm2rxmoKAMVfqwAAAAA+hF2kAIAAAAA6BvJFgAAAACgbyRbAAAAAIC+kWwBAAAAAPpGsgUAAAAA6BvJFgAAAACgbxwPow9lbvWdpuYy1VPr8abLcp7JOCs56ZtJVlniwFoAAAAA/R3JNtF97nL/8kzt+80tHdp/V1tXaDI9lDNgXmpyXAoDAAAA+idJkgwG3a9+7QNfQnuSpmnxriEReb1eKYbToW3/NjRN8/v9be0v1dT+6ItjrnYtnf1o8KDfjhhm7B+Tt7Is+/1+Bm13uhtI6ICB1DMGUogYSD1jIIUi8F1iIPWAgRSKPj+QZFmOdwnQAeZsu+bz+WL5drIst/1X2+v1BhpfOWv//hdHg/736c+nz7h8vj+PGBbdEhOAJEmB3yNj/NPRkS4HEjpgIAXFQAoFAykoBlIoJEkymUwMpB4wkELR5wcSyRahINl2raWlJZafC1osluTkZCGE1+ttbm4WQhxXPT88cizEj92erzk72agsykiLZo3xJ8uyyWRyuVwulyvetSQoq9WqKIoQwuPxBAYSOmMgBcVACgUDKSgGUigYSEExkEKhKIrJZHI6nW63O961RIXZbI53CdCBPrW0ui/5P2dqXeGsJ3ms5mxY/QEAAACgzyDZJiK71/dWkyOsS057vJuaw7sEAAAAAPoGkm0ies/R4g1/AnZTp/2TAQAAAKA/INkmomOqJ4KrjrrVXq8EAAAAABIfyTYR2b/e+i+MmVt7H90NDwAAAAB6RrJNRJlK257VYZxSmynz0wQAAADQH5GFElGhyRjBVSNMpl6vBAAAAAASH8k2Ec1KtilS6LO1X65Ynp2SHKV6AAAAACCRkWwTUYYiL0hL+frvQR62lYQQQ4zGq1JJtgAAAAD6I5JtgvrvQdlJhq9+Ol1O354bdx8clG0OY5oXAAAAAPoOkm2Cyjca/zB0cE9Rtd1rt2amfzs9Neo1AQAAAEBCItkmrutSk5/Jy7UagszELslMf3zwwNiUBAAAAAAJiGSb0K5PS9lUWHBliq3LV4vMppcKhjyRO8jIOmQAAAAA/ZgSvAviaozF/HLB0KOqurGppdTlOuvzpctyntF4ZUryZKsl2IQuAAAAAPR9JFt9KDSZ7szmuFoAAAAA6AKrkQEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvJFsAAAAAgL6RbAEAAAAA+kayBQAAAADoG8kWAAAAAKBvSrwLQEg0oZ1q3FFet6HG8ZnTc1YxWFPMQ/PSLx2ZPc9mGhTv6gAAAAAgnki2OlDdvPfD8germ/e2b6xxlJTXvb392C8n5v7wmwU/UwyWeJUHAAAAAPHFauRE9/mZl18tmd8h1rbx+l17Kn//ymfzWtTqGBcGAAAAAAmCZJvQjpx9a3PZj31+teduNY7P3vjXIo+/NTZVAQAAAEBCIdkmrhb1zKayuzWhhdL5bMvBbUcfiXZJAAAAAJCASLaJa2fFSo+vJfT+B6tfqneWR68eAAAAAEhMJNsE5fOrh2teC+sSv+Y9VPNKlOoBAAAAgIRFsk1Qp5t3q77mcK86Ub8lGsUAAAAAQCIj2SaoZvfJCK5qdFb0eiUAAAAAkOBItgnK5WmM4CrV19TrlQAAAABAglPiXQC6lmTMjuQq04Au21W/tqHZ8XaT43O3u9bjTTJIeSbT5cm2hWkpBSbj+VUKAAAAAHFGsk1QmbbRkVyV1MVV7zQ5HqquOa562lrqfOKkx/txS+v/rTm7JDP9oUHZNgOz9wAAAAD0ijyToLJtxamWvHCvKsyc3aHlidq6JRVV7WNtex5Ne7aufu7RiipP1x0AAAAAIPGRbBOUJKSJuf8R1iVWY+aYgTe1b/lrXf2vz5zVgl34ucu9+ERVi98fZo0AAAAAkBD0sRq5srJy3bp1+/bta2hoGDBgwNixYxcvXpydfc6TqJ999tlDDz3U3R1+//vfFxQURL/S3jQh97Z/Va+2t34RYv+LCx4wK6ltf/3CrT5UXRvitZ+73I+eOfubwQPDrhIAAAAA4k0Hc7Y7duy45557Nm7cWFNTo6pqVVXV5s2bly5devjw4fbdTp8+Ha8Ko0SWTPPGvWhR0kPpPG7Qd8cP/l77lsfO1Hq1oPO1X3vR3tDdomUAAAAASGSJPmd74sSJJ554QlXVyZMnL1y4cOTIkceOHXvmmWeOHTu2cuXK3//+9xaLJdAzkGynT58+f/78zvcZNGhQTOvuJRnWETdNfOetz2/peeb2gpwll4/8TfuWRp9vY3NLWO/l0bTXG5t/MiAzkkIBAAAAIH4SPdm+8MILqqqOHz/+gQceMJlMQoji4uKHH3546dKlZ86c2b1798yZMwM9A8l23Lhx48aNi2co+PgHAAAgAElEQVTFvS3DOmLRxHf3Vj61/9TTbm/H42oHp06ZPuwXQ9NmdGj/qKXVE86EbcB7zQ6SLQAAAADdSehkW1NTs2fPHiHEkiVLArE2ICsra/bs2Z9++mlFRUVbYyDZ5ubmxr7OaDPKtmkFP5uad09V40dnHCUtarVJTk4xD8nP+FaaZViXl1R5fBG8UaXXe16FAgAAAEA8JHSyDcTanJycoqKiDi/ddtttt912W9tfNU0LJNshQ4bEssJYkg2m/IzL8zMuD6WzI6KNjh0+tkcGAAAAoD8JnWwrKyuFEOPGjZMkqeeedXV1qqrKstzY2Lhq1aojR444HI78/PxRo0bddNNNGRkZMak3gQxQ5AiuGhjRVQAAAAAQXwmdbOvr64UQGRkZdrt97dq1e/bsaWxszMnJKSwsvOGGG9qf4hOYsPX5fD/72c/aGsvKysrKyt5///1ly5bNmNHxSdSAxYsXV1dXd25fs2bNgAEDevnrCYHJZMrKyjr/+1xsNIuqLr6unl2Ultor7x5VNpvNZrPFu4pEZzab2y/gR2cMpFAwkIJiIIWCgRQUAykUDKSgkpOTk5OT410FEDcJnWztdrsQoqGh4e6773Y4HIHGioqKioqKbdu23Xrrrddff32gse3In1GjRt18880jR45UVbW0tPT555+vra198sknR4wYkZOT0/ktHA5HU1PHbZmEEJqmBZ0ojpJeed9vpKXkmk2n3GpYVy3IzozXVx26xK8wQfCN6hnfnxDxjeoZ358Q8Y3qGd+fEPGN6hnfH/RzOki2W7ZsSUtLu/POOydNmpSamnry5Mk1a9bs2bNn1apVo0aNKi4uFkKkpKTMmjUrPT198eLFbZ/nzZw588ILL7zzzjubm5tfeOGFn//85/H8YmJLEuLeobn3lR8P/ZLhFssN2dlRqwgAAAAAokXSwj8bJmbuvPPOqqoqRVFWrlxZWFjY1q5p2v33319aWlpcXPz444/3fJNXXnnlxRdfzMrKWrVqVedXq6urfb4uthG2Wq2x/NzLbDYnJSUJITweT9vs9Hlya9q3yo4edrlD6SwJ8eKwvLlpKb3y1lFiMBjS0tJaW1vd7pC+qH6obSCpqtrSEt6Bxv0HAykoBlIoGEhBWSwWq9UqGEg9YiAFxUAKhSzLqampLS0tqhreej296Ieb5iACCT1nm5mZWVVVNXHixPaxVgghSdKcOXNKS0vLy8v9fr/BYOjhJoFr6+rqHA5H52cPulyiLISw2+1dJt4o8X+1lbGmab31vooQL+YPueboCbu37YaaEF3H9Z8OzJqdnBTLLzlifr9fF3XGRdsHVb04kPoqBlIPGEihYyD1IBr/a+urGEg9YCCFIjAfw0BCP9dTJoy7wG5GAwcO7PxSoNHlcgX99E5RFCGELMuBD/z6leEm44bC/CJz23YLXcRaRZJWDB7484GsQwYAAACgVwmdbAOH0548ebLzS6dOnRJCZGZmpqSk+Hy+O++8c8mSJbt37+7c88SJE0KI/Px8We6PR9oUmkzvjRz2SM6AgUrH+XlFkuampnwwouCOLBZ4AAAAANCxhF6NPH369L/97W8HDhw4cODA+PHj29o9Hs+6deuEEOPGjRNCyLI8duzYzZs3r1279qKLLlLaRTin0/nGG28IIaZMmRLz8hOFWZLuzs5cmpW51+n83OU+4/WmyvJQo3FGkjWDA2wBAAAA6F9Cz9nm5eXNnDlTCLFixYr169efPXvW5XIdPHjwwQcfPHHihNVq/d73vhfoOW/ePKPRWFZWtnz58rKyMrfb3djYuHv37vvuu+/s2bODBw++6aab4vmVJACDJKYmWW/NTP/ZwOwfZWXMS00m1gIAAADoGxJ6zlYIcdddd50+ffrIkSNPP/30008/3daempp6zz33tD2CW1hYeM8996xcufKzzz777LPP2t8hPz//vvvuM5vNMa0bAAAAABAriZ5sk5KSfvOb37z99ttbt26tqqoSQuTn548ZM+bb3/52Sso5R9TMnDlzxIgRr776allZWU1NTVJS0rBhwyZMmDB//nyl0yOmAAAAAIA+QweRz2g0LliwYMGCBUF75ubm/ud//mcMSgIAAAAAJI6Efs4WAAAAAICgSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLY4l6ZJrS1SY4Pk88a7FAAAAAAIiQ5O/UEsaJrx0EHl8wPyiWNtmdafmeUdNVa9aKp27tHBAAAAAJBQSLYQhtoay/rX5dozHdvtdaad2417d6oXz1S/OUNIUlzKAwAAAICekWz7O/nEMesbayVV7a6D5PWYt71nqD3junahMLB8HQAAAEDCIaj0awb7Wes/X+kh1rYxHjpo3rolBiUBAAAAQLhItv2aZdN6yeXquY/21R9Mez6RT1dFuyQAAAAACBfJtv+STxyTT54I2u3rh2s1zbT9gygWBAAAAAARIdn2X8bDB8O9RKk4Jpyt0SgGAAAAACJGsu2/Qpmw7cjvV05VRqEWAAAAAIgcybb/khzNkVzV3NTrlQAAAADA+SDZ9mN+f+yuAgAAAICoIdn2X5otOZKrklN6vRIAAAAAOB8k2/7LNyQv7GskyTd4aBRqAQAAAIDIkWz7L++oMeFe4s8dqqUwZwsAAAAgsZBs+y/vqDG+AQPDusR98cwoFQMAAAAAESPZ9mOS5L7qWiHLIXb3jCn2Dh8Z1YoAAAAAIAIk237NNyTPefU8YQg+DHy5Q91z5segJAAAAAAIlxLvAhBn3gsudNqSLW+/IbW2dN1DkjzFF7qvnqvJjBYAAAAAiYisAuEdPqLl9rtNez9RPj9gqLe3tWuK0Vc40j11uj93SBzLAwAAAICekWwhhBCa2eyefpl7+mVSY4PB0SypqpaS4k/P1BRGCAAAAIBER27BObS0dF9aeryrAAAAAIAwsIMUAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDflHgXkKAsFoumaTF7O6PRGPiDLMtWqzVm76svBoNBCGEymSRJinctCYqBFIrAQDIajQyk7jCQQsFACoqBFAoGUlAMpFC0/Y4U+APQP0mxzG864vf7+U8DAAAAAOgCc7Zda2xs9Pv9MXs7i8Vis9mEEKqqNjc3x+x99UWW5fT09JaWFpfLFe9aEhQDKRQMpKAYSKEIDCSHw+F2u+NdS4JiIIWCgRSU1WpNSkoSQrjdbofDEe9yElSfH0hZWVnxLgE6QLLtmqZpsZzNbv9ezKJ3J/CdifGPRqf4LvWAgRQ6vks9aPvO8C0KioHUAwZSUPyOFDr+raGfY8EtAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAAAAA9I1kCwAAAADQN5ItAAAAAEDfSLYAAAAAAH0j2QIAA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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Facet --- .left-code[ ### Plot years separately ```r *yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + *facet_wrap(~fyear) ``` ] .right-plot[ <img src="data:image/png;base64,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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Log scale x-axis ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + *scale_x_log10( *breaks = c(10^3, 10^4, 10^5), *labels = c("1k","10k","100k")) + facet_wrap(~fyear) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Remove Legend ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp, colour=fyear)) + geom_point() + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + *theme(legend.position = "none") ``` ] .right-plot[ <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABPMAAAOZCAIAAAD0yvJLAAAACXBIWXMAACxKAAAsSgF3enRNAAAgAElEQVR4nOzdeXxU1d348XPvrJlMErKQhOwh7CAggspqpVUUAfm51a1q1VqtS+WxrbZVsa226mPVtrbVxyouXdyxroC4AQqIyKYEAiEBkpAQkpBkklnv3N8fV8eQdWaYO5NJPu8/fE3OPefcb47hnvnOvXOOpKqqAAAAAAAgbsmxDgAAAAAAgONCZgsAAAAAiG9ktgAAAACA+EZmCwAAAACIb2S2AAAAAID4RmYLAAAAAIhvZLYAAAAAgPhGZgsAAAAAiG9ktgAAAACA+EZmCwAAAACIb2S2AAAAAID4RmYLAAAAAIhvZLYAAAAAgPhGZgsAAAAAiG9ktgAAAACA+GaMdQD6amhoaGhoiHUUAAAcl1GjRoVUv6ysTKdIAACIjlDnPu7ZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+GWMdAIDYu/76648ePfrCCy90e9TpdL7wwgvbt28vLy/3+/05OTlz5sy54IILrFZr18oHDhx4+eWXN23a1NTUlJWVNWHChB/+8IdDhw7tVM3v97/99tvvvvvugQMH/H5/fn7+mWeeuXjxYoPBEPlfDwCALiI193k8ntdee23Dhg379+9XFKWoqGjatGkXXnhh15rMfYCuJFVVYx2DjhoaGhoaGmIdBdCvVVRUXH311VlZWd3O7l9++eW9995bV1fXqTw/P//RRx9NS0vrWLh27dr77rvP7XZ3LExISHjooYfGjRsXKFEU5a677lq/fn2nPidNmvTggw+azebj+n2AgWjUqFEh1S8rK9MpEmBgiNTcV1dXd+utt9bW1naqmZaW9sgjjxQUFARKmPuAUIU69/E0MjCo1dbW/u53v+vpaGtr69KlS+vq6kpKSh588MG33nrrlVde+fnPf56cnHzw4MHf/e53HT8aq6iouPfee91u9ymnnPLwww+/9dZbf/rTn0pKSpxO57333ut0OgM1n3/+eW1q/+EPf/jPf/7zX//613XXXSeE2LZt25NPPqnnrwsAQMTmPkVRli5dWltbm52dfc899yxfvvyNN96477778vLyGhsbly5d6vF4At0y9wF642lkYDDat2/fO++8s3fv3h07dvj9/p6qPfPMM42NjVlZWX/+859tNpsQIjExcf78+aNHj/7xj3+8devW7du3T5o0Sav8f//3fx6PZ9KkSb/97W+1z54nTpx4//33X3nllYcOHdqwYcPpp58uhGhra3vppZeEEJdffvkVV1yhtb3kkktUVX3yySf/+9//XnLJJZ1uBQMAcPwiPvft27dv9+7dQoj77rtv+PDhWvMZM2YUFhZefvnllZWVO3funDx5smDuA6KCe7bAYFRaWvrqq69u27atl6ldCLFjxw4hxOLFi7WpPaCkpGTWrFlCiA8//FArqaur27BhgxDiuuuu6/hIVUZGxoIFC4qLiysqKrSSjRs3Op1Og8Fw4YUXduzzvPPOM5vNXq+365NaAAAcv4jPfXv37hVC2O32QFqryc3N1RaY0CoI5j4gKrhnCwxGs2fPHj16tPb6008/XbZsWdc6fr9/3759Qoj8/PyuR4cPH/7xxx8fPHhQ+1FLa3NycsaOHdup5g033HDDDTcEfty5c6cQYsKECcnJyR2rWa3Wk046af369V9++eU555wT9q8GAEC3Ij73ZWRkCCEcDkddXV1WVlagWlNTU2NjY6CCYO4DooJ7tsBglJycPOIbmZmZ3daRZVmbkrsujBEorK+v1348cOCAEGLChAmSJPV+aq1JSUlJ10NFRUVCCFZ9AwDoIeJz35QpU8aPHy+EuOuuu3bt2qWqqqqq5eXld955p6IoI0aMmDlzplaTuQ+IAu7ZAujR6NGj6+rq3n333U57EtTU1KxZs0YIUV9fr6qqJElHjhwRQqSnpzc0NDz33HMbN25samrKzc0tKSm59NJLi4uLA22bmpqEEElJSV1Pp32SrX3ODQBATAQ/9xkMhgceeODhhx/+4IMPbrjhBovFIkmSy+USQsyePftnP/uZyWTS2jL3AVHAPVsAPbryyisNBkN5efntt99eWlrqcrkaGxvfe++9JUuWtLW1CSF8Pp9WU5uSm5qarrrqqjfeeKOurs7j8VRUVKxevfpHP/qRtmyGRvtYutPjWJqUlBTxzfQPAEBMBD/3CSHcbnfgW7tut1tLa4UQfr8/8Fow9wFRwT1bAD0aPnz4kiVL/vSnP23evHnz5s2BcpvNtnDhwjfffDMjI0N7/Fibs1esWDFkyJAlS5ZMmzYtJSVl//79zz333IYNGx5//PExY8ZMnDgxmJN23CMBAIAoC37ua2xsvPnmm2tqakpKSq655prRo0cbDIaysrKnn376k08+KSsr+/Of/5ydnR3MSZn7gOPHPVsAvTnnnHOWLVs2b9684uJik8mUlpY2b968p556KicnRwiRnp6uVdOe1zIajf/7v/+7aNGiYcOG2Wy2sWPH3nfffRMmTFBV9amnntJqarsaOByOrudqaWkRQmjrSQIAECtBzn3/+Mc/ampqcnNz//KXv0yfPj0tLS0lJWXatGl/+tOfiouL6+vrH3/8ca0mcx8QBdyzBdCH3NzcO+64o1OhdpM2MLtnZGRUVVVNnTp1xIgRHavJsrxo0aIvv/yyrKxMURSDwaA10SbyTlpbWzv2CQBArPQ596mqqn3t9rzzzktISOhYzWw2X3jhhQ8++OC6deuY+4Co4Z4tgHB89dVXQoiCggLtR+3D5o57HgRoD2K5XC7t60na59baWsqdaPsosFU9AKB/6jj3+Xw+bV7Ly8vrWjM3N1cIoSiKlrgy9wFRQGYLoEevvPLKtdde+/DDD3cqr6mpKS0tFULMmDFDK9H2/ausrOzaSVVVlRAiPT1dWzlj3LhxQogtW7a0t7d3rOb1ejdt2iSE0HZQAAAgJoKc+0wmk/ZwsjbNdVJdXS2ESE5O1haIYu4DooDMFkCPCgsLy8vL33333ZqamkChoihPPPGEEGLUqFFjxozRCmfPni2E2LZt29atWzv24PV6X375ZSHECSecoJWceuqpVqvV5/OtWLGiY80PPvjA6XQajcZZs2bp+TsBANCb4Oc+LV9dvnx5x2WQhRBer/eVV14RQowdO1Zba4q5D4gCMlsAPZo8eXJxcbHP57vjjju2bt3qcrlKS0v/8Ic/rFmzRpbln/zkJ9qELYQoKiqaO3euEOLXv/718uXL6+vrnU7ntm3blixZUlFRYbPZrr/+eq2m3W6/6KKLhBB/+9vf3n//fY/H4/F41qxZ88c//lEIsXjxYp7IAgDEUPBz39VXX52YmFhVVfXTn/5006ZNDofD4XB88cUXt9566759+8xm849//GOtJnMfEAWSqqqxjkFHDQ0N2nf9AfRkxYoVDzzwQFZW1gsvvND1aEVFxS233NJpOUeDwbBkyZJzzjmnY2FbW9ttt922e/fuTj2kpKTccccdp556aqBEUZQ777xzw4YNQgiz2Sy+2e3gxBNPfOCBBwL72gMIGDVqVEj1y8rKdIoEGBgiNfetX7/+/vvv77o0VGJi4v/8z/9on/lqmPuAUIU69xnuuecefSLpF5xOp9PpjHUUQL+2d+/eTz75xG63X3DBBV2PpqamnnXWWU6n0+Vytbe3p6WlzZgx4xe/+MX06dM71TSbzfPmzUtOTm5tbXU6nWazedSoUaeffvrSpUtLSko61pRl+fTTT09PT29qamptbZUkafjw4Zdccsktt9xiNLJgO9CNUNdN5VNdoHeRmvvy8/MXLlwohJBl2eVymUymkSNHnnbaaUuXLtWeVQ5g7gNCFercxz1bAAD6O+7ZAgAGm1DnPr5nCwAAAACIb2S2AAAAAID4RmYLAAAAAIhvZLYAAAAAgPhGZgsAAAAAiG9ktgAAAACA+EZmCwAAAACIbwN8Y+ikpCSLxRLxbk0mkyRJHo8n4j1DCCHLsslkEkKoqsog60QbZK/X6/f7Yx3LwGQ2myVJEkIwyPoxm82qqnq93lgH0h/l5OREvE+j0WgwGNxud8R7hibwjoVB1o/FYlEUxefzxTqQgUm7SgghGGT9cCnuxQDPbH0+n8vlini3FotFkiQ9eoYQwmw222w2odv/PohvBrm9vZ2sQCcJCQna7M4g6ychIUFRlEFylbDb7SHV12NYbDab1WptaWlRVTXinUOSpMD/ZQZZJ9oge73eQXLdiD673a7dnGCQ9WO3241GY3Nzc6wDiYZQ5z6eRgYAAAAAxDcyWwAAAABAfCOzBQAAAADENzJbAAAAAEB8I7MFAAAAAMQ3MlsAAAAAQHwjswUAAAAAxDcyWwAAAABAfCOzBQAAAADENzJbAAAAAEB8I7MFAAAAAMQ3MlsAAAAAQHwjswUAAAAAxDcyWwAAAABAfCOzBQAAAADENzJbAAAAAEB8I7MFAAAAAMQ3MlsAAAAAQHwjswUAAAAAxDdJVdVYx6Ajj8djMBgi3q0sy0IIv98f8Z4hhJAkSRthVVUZZJ1og+z3+wf2FSCGAlceBlk/BoNhkFwlFEUxm82hNol4GLIsS5KkR8/QBK4bDLJ+Bs91Iya0q4TgLZyeBtWlONQ8zqhTHP2Eqqo+ny/i3ZpMJkmS9OgZQghZlrXMVgjBIOtEG2RFUZh4dBKY3Rlk/ciyrNNFvr8J409Ij2ExGo0Gg2EwDHisBN7DMcj6MRgMfr+fEdaJdpUQQjDI+hlUl2Iy22MoitLe3h7xblNSUiRJam1tjXjPEEKYzWaTySSEUBSFQdaJNsjt7e1erzfWsQxMqamp2uWYQdZPamrq4LlKJCQkhFRfj2Gx2Ww2m83hcPAYgh4kSbJYLNprBlkn2iC73W493hxCCGG327W5j0HWj91ul2V5kMx9gatikPieLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOKbMWpn8ng8b7311qZNm6qqqvx+f35+/oknnnjuuedardZONVVVXbly5erVq7Waubm5c+fOnT9/vsFgiFq0AAAAAIB4EaXM9vDhw7/61a8OHz4cKNm5c+fOnTvfeeed++67Ly8vL1CuKMrvf//7TZs2BUrKy8vLy8s3bNiwdOlSs9kcnYABAAAAAPEiGpmtoij333//4cOHMzMzr7766vHjx8uyXFpaumzZsurq6j/84Q+PPPJIIGV96aWXtLT20ksvnTNnjizLn3zyybPPPrtjx47nnnvu2muvjULAAAAAAIA4Eo3v2e7fv3/v3r1CiDvvvHPGjBkpKSlJSUknn3zy3XffLYQ4ePBgWVmZVrO9vX358uVCiIsuuujiiy/OycnJzs4+//zzr7jiCiHEu+++e/To0SgEDAAAAACII9HIbPft2yeEsNvtRUVFHcuHDRuWkZERqCCE2Lx5s8vlkmX53HPP7VhzwYIFZrPZ6/V+9tlnUQgYAAAAABBHopHZpqWlCSEcDkfH79kKIZqbmxsbGwMVhBC7du0SQowfPz4pKaljTavVOmnSJCFEaWlpFAIGAAAAAMSRaHzPdvLkyWPGjNm1a9fvf//7G2+8ccSIEUKIysrKv/3tb36/f/jw4aeccopWU0t0CwsLu3ZSUFCwadOmpqambk/R0NDQKW3W2O32TklyREiSJEmS0Ri9laUHlcAi2AyyfrRBNhgMqqrGOpYBjkHWz+C5FIfxJ6THsMiyrPXMn7QeJEkKvGaQdaINsizLg+G6EROBP2MGWT+BS3GsA+mPojEosizfc889f/3rX9euXXvbbbeZzWZJktxutxBi+vTpN910k8lk0mpqiWu3uahW2FNm++abbz722GNdy6+99trrr78+Ur9IJ0OGDNGpZ2gMBgODrCu73R7rEAY+BllXsiwPhquEz+cLtYl+w5KSkqJTzwhgkHVltVq7bjmJyGKQ9TYY5r4wRONpZCGE2+0OfPro8Xi0tFYI4ff7A6/FN/dsu81sk5OTRc+ZLQAAAABg0IrGPdumpqbbb7+9tra2uLj48ssvHzlypCzLe/fu/fe//71x48by8vL7778/MzMzmK56+tzabDZrqW/Xcj2e59GeteBJIf0EnmZhkPUjSRLDqx/+hqNg8FyKw/gddRoWrhu64roRBfwN66rjQ/WMs34Gz59xx7+oYEQjs33++edra2tzcnIeeOCBwJMJU6ZMmTBhwm233bZ///5ly5bdfvvtQojU1NTa2lqHw9G1k9bWVtFhralOLr300ksvvbRreXt7e0NDQ8R+k2+kpKRIksQWRDoJfE7h8/kYZJ1og9zS0uL1emMdy8CUmpqqfZmZQdZPamqqoigtLS2xDiQatK0EgqfH3Gez2Ww2W2Nj4yB5RxVlkiSlp6drrxlknWiD7HQ629vbYx3LwGS327W3+u3t7QyyTux2u8Vi0eMi3w+FOvfp/jSyqqqffvqpEGLBggWdHrg3m83a7j4bNmxQFEUIkZqaKr5JYjvpPbMFAAAAAAxaume2Pp9P+8wmJyen69Fhw4YJIRRF0e7TapltdXV115paIZktAAAAAKAT3TNbk8mUnZ0thKipqel69NChQ0KIpKQk7enT0aNHCyG2b9/udDo7VvN6vVu2bAlUAAAAAAAgIBprI2vp6Ntvv+1yuTqWe73eN954Q6ugfT946tSpVqvV5/O9//77HWuuXbvW5XIZjcZTTz01CgEDAAAAAOJINDLbyy+/3GazVVdX//KXv9yyZUtbW5vD4di2bduvfvWryspKs9l81VVXaTXtdvvixYuFEE899dSaNWs8Ho/H41m/fv1f//pXIcQ555yjPa4MAAAAAEBANNZGzsrKuu222x599NHy8vKlS5d2PGSz2W688caCgoJAyfe///29e/d+/vnnDz30kNlsFkJ4PB4hxMSJE6+44oooRAsAAAAAiC/RyGyFENOmTXviiSdeffXVXbt2HTx40O/35+XljRo16sILL0xJSelY02Aw3HnnnStXrnzvvfeqqqqEECUlJXPnzp0/f762hQYAAAAAAB1FKbMVQtjt9iuvvDKYmrIsn3322WeffbbeIQEAAAAABoBofM8WAAAAAAD9kNkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL6R2QIAAAAA4huZLQAAAAAgvpHZAgAAAADiG5ktAAAAACC+kdkCAAAAAOIbmS0AAAAAIL5JqqrGOgYdeb1eo9EY8W4lSRJCDOyhiy1thAWDrCdJGuD//GOLv+EoGDyXYp/PZzKZQmqi07Bw3dAV140oGDzXjZgI/A2LQTbIDY49NUe/cLhrTYaE5IT8wvRZFmOSTucaVH/DHf+ighH5rK9f8fv9brc74t2azWYhhMfjiXjPEELIsqyNsN/vZ5B1og2y1+v1+/2xjmVgslgs2uWYQdaPxWJRVXUwXCX8fn+oma0ec5/RaDQajXr0DI3VatVeMMj6sVqtPp/P5/PFOpCByWQyGQwGIcQgGWRV9X916MVP9z1U37qzY7lRtozInH/ayLsz7GMiflJtkAfJVSJwVQzSAM9sFUVpb2+PeLcpKSmSJDkcjoj3DCGE2WwOZLYMsk60QXY6nV6vN9axDEyB2Z1B1o/JZFIUZZBcJWw2W0j19RgWm81mNBrb2toGyb2CKJMkKfAejkHWiTbIHo9HjzeHEELY7XZt7hsMg+z0Nrxd+sPq5vVdD/n87l21y8vq3pxZdNeUvJ9E9rx2u12W5UEy95HZAgAAAIBeXL7GF7ee3eyq6KWOX/WtrVja7q2fVbw0aoENcqwgBQAAAABBUYX69s6re09rAzZXPbb78Kt6hwQNmS0AAAAABKWsfnlV8yfB119bsdTrH+DPZvcTZLYAAAAAEJTNVY+FVL/NU1da96JOwaAjMlsAAAAA6Fur+2C9Y0eorcob3tUjGHRCZgsAAAAAfat3fBVGqyOOLyMeCboiswUAAACAvrV7D4fRyulr8KsDf4PfmCOzBQAAAIC+GeWEMFoZJIsssdmq7shsAQAAAKBvSZbcqLVCqMhsAQAAAKBv2clTzQZ7qK0KUr+jQyzojMwWAAAAAPpmkMwjMhaF2mr00PP1CAadkNkCAAAAQFBOLfi5QbYEX78kff6w5Kn6xYMAMlsAAAAACEqSNe/0EQ90LFF7rmy35Mwd8b96hwQNmS0AAAAABGt81mUziu6UhKT9KPVQLcmSu3jCCzZzZtQCG+TIbAEAAAAgBNPyf7pw/D+TrYXdHpWENCJj4cWTV6XbxkY5sMGMjZUAAAAA4FvtnsPNrv1exWE1pQ9JKDYbkrrWkSXT0MRxbe5Diur5ukgSZtmeN2TWyfm3ZSVNjmrEILMFAAAAMJA43DWlh1+uaFzV4trv8jVZjWmpthHFaWeOzbwwwZTRS0PF7/my9rmddf857NgeKDTIptyUGZNzritOO1MrcXobV5XdWNm4unN7VXgUx76GFW5fy9ljnkg0Z4cUdkPbrtrWzx2eWklIdktObsqpKdbikHoY5MhsAQAAAAwEit+78cCDW6of9/ldgcI2T22bp7bq6LqN+x+cmv/TqXm3SFI3X8msb/vy7Z1XN7squvZ5oOnjA00fF6aePm/04z6/89Xti5tdlb2EUd386X+2nHH+xOWpCSP6jFkV6p761zceeKixvazToaH2E04tvH142rw+O4EgswUAAADQC7/qU1SPSbbFOpA+uH0tb5VeWXV0XU8VPIrj08r7als+P3vsP4yyteOhquZP3vjyUq+/vZf+9zd9+MLWM0wGW+9prabNU/vmV5d/f/JKizGll2oepXXFrh9XNL7X7dF6x443v7p81ND/d8aoP3cKGF2R2QIAAADo7EDTh7vqXz14dE2bu1YVqsmQmGmfVJJ+9vjsy7r93mls+VXl3V0/6iWtDdjXuHJ12U/njXk8sLhxi/vAO6VX957Wfl3TdSD4kJqc5Z8d+OPs4b/tqYLP73xtx3l1rVt776esfnm75/DiCS8bZFPwZx+EWBsZAAAAwLdaXPtf2X7u8i8vKq170eE+pApVCOFV2qqbP12z765ln00tPfxCrGPsbPuhp/c3fRBk5d31r+0+/Grgx7X77nZ6G/WIalvNU05vQ09H399zW59praaq+ZN1FUsjF9fARGYLAAAA4GuHWj7/z5Yzq5s/7amCy9e4avfNa/bdGc2oeufzOz878MeQmqyv/INfVYQQR9pK9x55W5+4hKJ6KhpXdnvoUMum3YdfCb6r7YeWNbTvjlBcAxOZLQAAAAAhhGhxH3hz5+UuX983MLdUP/F51V+iEFIwKhs/6OXWaLda3AcOtXwmhChv0Cut1VQ3b+i2/Ivqv2s3w4PkV33bap6MUFADE5ktAAAAACGEeH/PbcGniOsrf991Od+YONi8JoxWB45+LIQ41PJ5pMM5RpuntmuhonqCf3Y6YF/DipCS4cGGzBYAAACAqG7+9EDTR8HX96u+Dfsf0C2cEDhc1eG0clcLIdo9dZEOp28troNepS3UVm2eOqcntFvTgwqZLQAAAACxu/61UJvsa1wZzJLCegsvBo/SJoSQJEOkwzlGojm7a6HTWx9ebw53DPLweEFmCwAAAEAEs2VOJ4rffaj5Mz2CCYnNnBl85cDjvInmLCGE3TJMh4i+lZtyatdCk8EeUieBmC3GfrffUv9BZgsAAABAtLprwmjl8ByKeCShGpo4IfjK0jcvMu0nCCFyU2boENHXDJK5OG1e13K7OUf6NpC+Sd/0Zrd0cwcYGmMUznHTTTcdONDHpsZ33XXXtGnThBDbtm276667eqr2l7/8pbCwMMLxAQAAAIObqvr9qjeMhj6/K+LBhGp4+tnrKn4TUhNZMhannSmEGJmx4JOK3/pVnx6BTcq5JsGU3rU8wZSWlXRibesXIfWWN2SWQTZHKLQBqN/dsz10KPaf+gAAAACDiiTJNvPQMBp2+z3SKEtNKBmRcY72Osi1g8dmXZxgyhBCJFnyx2dfplNUJxf8rKejYzIvCrXDsVnfP76IBrho3LNdsmSJ2+3u9lBpaemzzz6bn58/ceJErUTLbGfMmLFo0aKu9bOysvSLEwAAABi0suyTHe7QbjJJQsqyT9IpnpDMLLr7QNMaj9IazDO+CaaM6YV3BH6cXvir/U0ftbj2B3OiwiGnN7r2tfZVOdGcvXD8Py3G5J4qTMj+wZbqJ5pdFcGcVAiRaZ84KmNxkJUHp2hktiUlJd2WO53ORx55xGQy/fznP7dYLFqhltmOGzdu3LhxUYgNAAAAgBBiePr88oZ3Q2qSlXSi3ZKjUzwhGZIw/Kwxj79depXi7+OZaqNsXTDuGW35KE2CKW3R+H+9/uWFfSb2OcmnnDNumaK6V+z6yf6m93uqlpsy4+wxT/R+N9sgm+ePffLlbQuCeZzbYkw5a8wTktTvnrftV2I5Ok8++WRdXd3VV19dVFQUKNQy25ycfvEvBAAAABgkRmeel2wpCKnJ1PxbdQomDMVpZy4e/xAZZ7EAACAASURBVJLVmNZLHbsl54KJb+Ykn9KpPN02+uLJqwpST+upoSwZJ+Vce94Jr5kMiVZj2uIJLyye8FJJ+nyjnBCoY5AtRWnfWzDuuQsm/jeYh7Qz7ZMWjHvWbOhjueMEU/q54/+dmjCizw4HuWjcs+3Wxo0bV69ePWXKlPnz5wcKVVXVMtvc3NxYBQYAAAAMQgbJ/J0R97+583JV9QdTvzjtzJL0s/WOKiR5Q2ZdOXXD51V/2ln3H6e3seMhm2noCcOuOinvRpMhsdu2iebs/zfhlf1NH+6s+3dl4/sepVUrt1tyhqefNWnYNWm2UR3rF6aeXph6uqJ6HO4ap7fRahySZMk1yJaQAi5Mnfv9ySs/3vfLA00fd1uhJP3sOcPvS7bmh9Tt4BSbzNbr9T755JOSJF1zzTWS9O3D8A0NDR6Px2AwNDc3L1u2bO/evQ6Ho6CgYOTIkRdddFFqampPHdbU1FRVVXUtT09Pz8jIiHj8kiRJkmQymSLeM4QQBsPX+2UzyPoxGo2B/0IPgSsbg6wfSZJkWR4MVwlVDXI9lG/pMSzaxdlkMoURD/rU8e0Qg6wTbZANBsNguG6EbVTW/Dnuez7ee3efNYfaJyw84SmT4dvBlOWvnwaN7SCbTJmzR9yVnzpj1+Hlre6DiuK2mbMK0mZPyrnaZLD12XxE5pkjMs8UQji9jR5fi82SaZJ7a2USJqt55PEEnJUy7qIT/1t9dENZ/RuHWja1uKolSU625uWmnDo6c3FW0uSOlbVB5m+4W1JMLp2vv/76008/fcYZZ9x8880dy3fs2PHrX/+62yY2m+3mm2+eOXNmt0efeeaZxx57rGv5tddee/311x9/wAAAxIrP5+MjEmDA8KvKgYZ1ZbXvNLaVu3zNNnNGun3kmOxFOaknhbTBqa62Hnjuja03eJX2niqMHbb4/KnPWYx9PEYbfV7Fub780bVlD7i8zZ0OWU1D5oy6Y3rJT40Ga0xig95iMFO2tbW9/PLLZrP5kksu6XQosOXPyJEjL7vsshEjRng8ntLS0meeeaa+vv7RRx8tKSnJzo79wuIAAABAqHYdemPVV7fXt+7qVP7Rrt/lpZ5y9gl/LEjv/i5OlE0uuKIk83sf7br3y+qX2j0NgXJZMhSkz5o96vZRWf3rIWRNq6vmXxsWVzdt6vaoy3t01Vd37Kh64bJT/5tiC+3rxIgLMchsX3311dbW1nPPPbfrc8JJSUlz584dMmTIpZdeajZ/vQ3x7NmzJ02adMMNN7S2tj777LO333571z6TkpK6/Wqu3W5XFCXiv4L2GIDfH9Q3EBAq7QlDIYSqqgyyTrRB9vv9PPCmk8BD9QyyfgwGwyC5SoTxO+o090mSpEfP0ASuGwyyfmJ43fCryurSX3669+GeKlQ1bXxq7WnfG3f/jJIl0QysJzZT1vwT/nLWhEdqm7c2Ow96fI7khNzMpBMSLUNFD3+l2lVCxOgtXLun4R9r5zS2lfde7VDz1qfXffdHsz9NMPe20JTGo7S1uQ8nmoeajfYIhXm8BtWlOHBVDFK0n0b2eDxXXXWVw+H429/+lpeXF3zDl19++fnnn09PT1+2bFnwrdrb29vbe3yOImwpKSmSJB09ejTiPUMIYTabk5OThRA+n49B1ok2yM3NzV5vHyvjIzypqana5ZhB1k9qaqqiKC0tLbEOJBpCXTPiyJEjEY/BZrPZbLaGhgY+rNGDJEnp6enaawZZJ9og6/TmsE9r9t21pfrxYGqeVvL7yTk/0jsePdjtdqvVKnR7B967N766tKLxvSArD0+bt3D8P3s6Wu/Ysf3QMxWNK9s8dVpJgim9OO3MCdk/GJY8LQKxHge73W6xWBoaGvquGv9Cnfuifc923bp1DodjzJgxIaW1Qojhw4cLIRoaGhwOh93eXz41AYDOVNVwsNK/7kN/TZXafNQiG0x2u1JQ5B09zp8W+QXtAAD9394jbweZ1goh1u67e1jStE7rBqF3B5o+Cj6tFULsa1x58Oia/CFzOpV7/e0f7rl9V/1LnVaHdnobdtb9Z2fdf0ZmLPruyIctxpQIBI1Ii3Zmu2LFCiHEGWecEWpDbfEMg8GQkJDQZ2UAiAlD3SHr+yvk6oOB+VASwtB4xHCg0vzJx77xE13fOVPlIgYAg4lf9X1a+buQ6q+r/M35JyzXL6SBZ/uhp0NuUrOsU2br8jW+tv38+rYve2m158gbR9p2/r8TXkmysEdpvxPVzLaysnLXrl0mk2nWrFldjyqKctNNN7W1td18883TpnW+0b9//34hREFBQajPWwNAdJh2fWV557+S4uv+sKoav9xmO7jfed7F/ozM6IYGAIiZqqPrmpx9fPmz2yapCSU6hRQvWlwH9zd90OqucistNtPQ9MQxhUNO77obraJ69jd9FGrn+49+qPg9BvnrlX0Uv/etnVf1ntZqmpx739p5xYWT3jLKfFTdv0Q1s12/fr0QYvTo0d3edzUYDGPHjl29evWLL7544okndtzhwOl0vv7660KIqVOnRi1aAAieoaLc+vZy0deCGXLzUdsr/277wbVqIt+qAIBBobJpdRit9je9388z2xbXwYrGlU3O8nZPfYIpLdlaMC53Ub51SkQ6r2394tPKew8eXdup3CBbJmT/4JSC2xJM337Bp819yOd3Bt+5KoQkhFdpa/fWJVnytcLth56ubl4fZA+HHds/P/jnUwu7WdcWMRTVzHbLli1CiPHjx/dUYcGCBR9//HFZWdlvfvObH/zgB4WFhS6Xq6ys7Jlnnjly5MiwYcMuuuiiKMYLAEGRXK6Et1/rM639unJri3XFm87zO297BgAYkJqdlWG0OuqsiHQgEdPQvvuTit9WNK7qVL6u4jf5adPnTXhwaMJx5bdba/5vzb67On3TVaP43dtq/lFW/9r8sU/npXy9Q1K7N7TllAK7Brd7jmiZraJ6PjvQ47LV3fqi6m+Tc39sNQ4JqRV0Fb3M1uFw7N69WwgxduzYnuoMHz781ltvfeihh7Zt27Zt27aOhwoKCn72s59ZLBbdAwWAEJk2fSo5Q/i02Lhvj6Fqv5JXqF9IAIB+wultDKOVK6xWUVBW//p7ZTf7/K5ujx5sXP/UmjmnFC85Oe8O6dsUMgSfVt636eCjvddxehtf33HReRNfy0k+RQgRdnppNaVqLw42rXH5Qhtwr7+9snH1mMwLwjs19BC9zHbbtm2qqkqSNGbMmF6qzZ49u6Sk5JVXXikrKzt8+LDNZisqKpo4ceKiRYs6Pp8MAP2Fqpp37gi1kenLbWS2ADAYJJjTw2llCqeV3nYdfmXV7p+oorddqVShbqh4WFUMpxb+ItT+yxve/fzgn4Kpqaiet3ZedcXUT6zGNLslxyCZFdUT0rkMssVuydFeV7cE+xyy+OZhZiFEVfMnZLb9SvRyxZkzZ77xxhvB1MzJybnlllv0jgcAIkJuqJdamoUQHSa7vhkrQ1tNBAAQp8L7uuyQ/vcl28b2stV7bu09rQ347MBDw5KnFaaeHnz/it+7dt/SIPsXQji9Rzbu/+NpJfcZZWvekNn7m94P/lxCiIIhpxmkr5ePcrgPBd8wMNOH1ApRIMc6AACIb3JLyzcvQ3jsSnI4hKLoEQ8AoF8pTjsznFbpIe+RqbdPK+9V/O4gK6tCXVex1K+GMNNVNr3X7Art28Vf1j6vrR01IfsHITXs1MSvekNtLoRQRQ+7ISBGyGwB4LhInmCn+WOoqmnLpiAXnQIAxK9hyaek23pcZaZbRWnfS7YU6BRPeBzuQ/saVoTU5EhbaU3LhuDr72tYGWJQwud3Hji6pqFt1+aqv4TUMDdlxvD0swI/JpqzQj21EMJuHhZGK+iHzBYAjovf1nljvSBZP1yV+OwT8pH6yMYDAOhXZMkwZ/hvgl9OySCZZxbdrWtIYahoXBX8c8LftgolWW1y7gm1fyFE+ZF3X9h6Zm3r5uCbJJqzzx7zRMeS7KRwNhbNSorMFkeIFDJbADgu/oyhQgpl+ccObwzkI/W2fz9tqKmKeFQAgP6jIPX0kwtuC7Ly3JEPZSSGdo83Co46v14eIqTstsm5N/jK7Z5wPuotrft3SJvZDkkYft4JryWaszsWFqV91yhbQzqvLBlL0s8OqQn0RmYLAMdFtSUqw3JDaHBsFiy53QnLX5RaW3qoDQAYCE4p/MXMorskqbf33gbZ/L1Rj47L6o8bnjt9X+8ZG9JOPs5Qdpq1GJND6ftrId1JPiH7iosnr0qzjexUbjYknZj745DOOz77sk7pMWKOzBYA+iB5PMa9u82bN5o/+di0ZZPhYGWnxZ+806YfV//tbZaPQ1vREQAQXyQhTc2/5fwTlmclndhthcLU0y+evGp81mVRDixIFkM4e8ZajKnBV47CV4tl2WwxpnR7aGr+T4NfxTrJkju98I7IxYXIYIdYAOiR3HzUvO5D4+6d0rGprGpN8Ew+yXvyDNViFUJ4R44xFRQZDlSGfSLTri89M0/zp6YdZ8AAgP4sN2XGxZNX1bd9Wdm4+qhzn0dpsRrTUm0jh6fNG5IwPNbR9WZIQrHerYrSv7e34a0wzhK8PfX/PW34fd3eOTcbkhaO/+cr2xa1e/t4KNpqHLJg3HMJpgx9YkT4yGwBoHvGnTusK96UlG7W9JdcTsuGdeavtjkXf1/JzhGS5Fx0ge35f8jNR8M8maoa95R6Tp55XBEDAOLB0MQJQxMnxDqK0BSlfU+U/zLUVsVpIexdVJI2f61xqdvXHOpZgtfurW9o35WROK7bo6kJIy6evOqdXdfUtn7RUw/ptrELxj3Tzz+GGLR4GhkAumHa+nnCO693m9YGSK2tCf95Rq6pFkKoCbb2y67254TyhdtjGQ5Vh90WAABdpViL8ofMDqlJsrUwLyWEJlZT6tS8W0KMK2St7t5m2yRr3kWT3p03+u/Dkk/ueGtXElJW0onfG/XopVM+JK3tt7hnCwCdGWqqrB+sFGrfi1JIPp/t9RfbfniDmpCgJtrbLr7KtGOL9aP3hDfkPd9lR2tYwQIAEA2zipe+uPUsv9rbZ77H1r/bIJtCOsWUvBurmj/Z3/RB6NEFS1H72IVekuQxmReMybzA6W086ix3+hoTjKlDEobz+HH/xz1bADiWqlo+WNlpjaheSG0O8/o1X/9gMHgnT/WOmxjOeXtdMBMAgNjKtE+aPfw3QVaelHPNyIxFoZ5Clgzzx/6jMPW7oTYMns2YGWTNBFPasORpw9PmDUs+mbQ2LvBGCgCOYag+EOqDwaatmyWvJ/CjmhTOvgXS4TrL2g+Esz2MtgAARMHknOtmFS+VJUPv1U4quH7O8HvDO4XZkLRo/L9mFd9jNXa/GrPdPCy8njVfVP9NVf3H0wP6LZ5GBoBjGPfsDqG2KoQkJMVnrCj3jhqrlfnyC82hn1fyeswb1pm2fu4+4xzvmPGhdwAAgO5OyrspO+mktRV317Vu7Xo0LXHEmRPuLx5ydnt7+B/UypLhpLwbJ2RfXt7w7v6mD1rdVW7f0QTT0IzEccPT5nkUx9ulPwy78/KGt9fv/8OMol+H3QP6LTJbADiGoaGP5f6P8c2O9VL9YfFNZqvk5EkpKWpzOKs7Si6X9a3XpNYWz/HtkQsAgE5yU6Z/f/Kq2pbPKxpXNTn3tHsarMaUlITisTkLR+eeKUvG40lrAyzGlHFZF4/LurhT+VHnvuPseXPVY2MyL0yzjTrOftDfkNkCwLHCWslJbuvQSpaluWepy18MMwBVtXy82p+a5hsxOsweAADQkySkYcnThiVP61hot9tlSffkYkjC8HTb6Ib2UB6wOpZf9W06+Mi80X+PYFToD/ieLQAcy2wJo5F6bCv5pJPlUWPCj0FVravfkXzBrj8JAMDgcWLu9cfZQ0XjKsXv6bse4gqZLQAcw5+cEoFWsmy69CopryDsMKTWVuP2HneKBwBg0BqbdUmmfdLx9OD2tTQ6yyIVD/oJMlsAOIavqCSMVkrxiM5FCTbz9T9VJp0kJKm7Fn0z7dkVXkMAAAYwWTIsGPeszTz0eDppc9dGKh70E2S2AHAMZcQo1WINqYk/N9+fmtbNAZPJe87i9iuuU8L6xqxcUyVUNYyGAAAMbEmW3Esmr5aOYyv4PvcuQtwhswWAY6jWBM8pM0JoIEmuOXN7Oa5kZnlOmBxGJJLPJ7lcYTQEAGDAs1tyspJODLu5zZwdRiuvv73JWX6kbWe7N5SdFBAVrI0MAJ15ps0w7q8w7K8IprL7lJlKXmEflcJ9IFnI4TYEAGCgG552dm3L5jAaJpjSQ9r1R/F7vqr7167Dr9S2fq6qfq3QbskpST97Su4Nyda+3gYgKrhnCwBdyLJz0QVKflGfFb1TTvbMOr3Paqo9KYwoVJM51OeiAQAYPMZnXyaJcB4qHpGxMPinkQ+1bHpu84wP9/7iUMtngbRWCOFw12yreeq5zTPWV/6hYzlihcwWALqhWhPaL7zMPX2OajJ1XyEpyXnOYtd3zwrmfqySkalaE0KNQckPf2llAAAGvGZnpSqUUFsZZMu0/FuDrFze8M6rO/5fi2t/TxUUv+ezgw+/XXqVX2WvvhjjaWQA6IHB4Jn1He+JU027vjJW7JWONskulz/RrqSl+0aMVkaPVY3dJ73dduUbOdq0Y2tI5/eOHh9yzAAADBoVjSvDaDUi45wkS24wNQ87tq/Ydb3id/dZs7zh3TX77vpOyR/CiAeRQmYLAL1RE+2ek07xnHTKcfbjmT7HtHOHUIL9aNmflu4bd8JxnhQAgAGssT2cPWltpqC2C1KF+v6e//H5nUF2u73mqdFDzx+WPDWMkBARPI0MANHgTxninXRS8PW9J0wWMpdoAAB61O4JZ4Hidu+RYKpVNKw87NgWfLeqUDceeDCMeBApvG0CgKjw+w0V5cFXN3/2qeRmyx8AAHpkNiaH0cpiCKrVniNvhNrzwaNrXd6m0CNCZAzwp5FNJlNGRoZOnevXMzRGo5FB1lVKSkqsQxj4AoOsbFrva2oIvqHkdKbs3G48Y74+cQ0QBoNhMFwlfL6QVyXRb1jS09N16hkBDLKubDabzWaLdRQDXNQGOWvIqP1N74faalj62GAuknWbPw+1Z7/qa5f25GXoPncPhrkvDAM8s/X7/S5X5G96mM1mIYTH44l4zxBCyLKsjbDf72eQdaINssfj8ftZpF4XFotFkiQhRGCQpS82hdqJsuVz3+y5kQ9uoLBYLKqqDoarhN/vNxpDm6/1mPuMRqPRaNSjZ2is1q93+WKQ9WO1Wn0+XxifFiEYJpPJYDAIIaI2yIVp3/2s4u+htioYMrfPf2WqUFtdNWGE1NBa6Rqi4z9hbZAHyVUicFUM0gDPbBVFaW9vj3i3KSkpkiQ5HI6I9wwhhNlsDmS2DLJOtEF2Op1erzfWsQxMgdn960H2+5P2V4TcS8ORtppqNZlb690zmUyKogySq0Sodz/0GBabzWY0Gtva2lRVjXjnkCQp8B6OQdaJNsgej0ePN4cQQtjtdm3ui9ogZ1lPtVtyHO4QUtCspBNtUmGfF0lVqKoI55+h2+3SdWKy2+2yLA+SuS/UzJbv2QKA7qS2tuBXRe5IdrRGPBgAwACjCrXZVVnTsrGmZWOzqzK8lCweGWTL9MI7gq8vCWlW8dIgayaas8IIKdE8LIxWiIgBfs8WAPoDSQn33jg31QEAPXO4D22u+svehrcc7kOBwkRz9oiMBVPzbrZbcmIYW3SMzbr4wNGPdx9+NZjK0/KX5KXMDLLnYcknt7gOhhSMLBmGJYewDwIii3u2AKA7NTEpzIb2MBsCAAa8bTVPPfv5KVtrnuyY1goh2jy122r+8eznp2ypfiJWsUWNJKQzRv5p1NDFfdackveTUwtvD77nEekLQg0mN2Wm1ZgWaitECpktAOhONZn8aSEvdqparf4hqXrEAwCId2v33f1R+R0+v7OnCj6/a82+Oz8qD+Fh3ThlkC1njfm/uSP+N8HU/YrBydbCc8Yum138G0kKIfcpSZ+fkTi+z2odn/w+tfDnwfePiONpZACIBt/IseaN60JrMnykMBh0igcAEL92HHrmi+qg1gTeVvPUkISSyTk/0juk2JKEdMKwq8ZkXrivYUVl0+pm136nt8FmGpqaMKI4fV5R6ncNsjnkPiX5uyP/+Mq2RYra2yL80jcvJmRfkZN8aljhIzLIbAEgGjwnnWz6YqMU/PdmJcl7crDfBQIwwKiqv6G9tNVdo/g9iZbMdNtYs8Ee66DQXzi9R9ZV/Cb4+p9U/G5kxsJEc7Z+IfUTJkPi6MzzR2eeH6kOs5NOOmP0X94ru0nx9zF9F6Se/p2SP0TqvAgPmS0ARIOaaPfM/I7lo/eCrO+ZcrIyNFPXkAD0Q62uQx+VL919eLnTeyRQaJDM+alzpuXfmpN8SgxjQz+xpfpxjxLCpi8+v3Nz1V/nDP+dfiENYKOHnpdoylxZdmNPewvJkmFyznUzi++WJRKrGON7tgAQJZ5p070TJgVT01dU4v7OGXrHA6C/2XrguUdXjdxa/WTHtFYIoaieysbVL29bsKrsJsXvjlV46Cf2HHkz1CblDW8Pnq2AIi5vyKwrp26cVXzPUPsJHcutxrSxmRdfOuXj2cN/S1rbH/D/AACix3XWIn9yimXDOuH3d19DkryTTnLNnSdkPnkEBpe1ZQ+s+qqPxX5K61482r7vvImvGWVrdKJCf+PyNR517gu1VYvrYJu71m5hq9UwGWXrSXk3npR3o8vX6HAf8iptiZZsuzlXllgOox8hswWAKJIkz8zv+EaNM3/6sXHfHsnn+/aQweArKHJPn+PPzY9dfABio7zhnfe++mUwNQ+1bnp/z5J5o7tfPUhV/RVN7+2tf+uwY4vDU2uQzInmrLwhM0dmnDsseVpEQ0ZstHnqwm1IZhsBVmMa+/r0W2S2ABBt/qGZrnMvlLxeubZaam0RflW1J/mzc1QrN2GAwcjnd32095fBPyy66/Ar47IuzR8yu1P5oZZNH5bfXu/Y0bGw3Vtf3/blluonitK+N3fEg0kWPjuLc6rUd53uSNxdxEBHZgsAkSQpPkPlPn9Tg9rSLGTZaE3wZ+cq+YVd9+9RTSYlvygWMQLoX0rrXmx1V4fUZNPBRzpltqV1L72/Z0kv25NUNq7+z5YzFo5/flgSN2/jWKIlzCWOuWGLAY/MFgAiQ/J5zZ9vNH32qeR2Bb5EaxTCKIRqS3RPn+2ddBL70wLoam/D26E2qW5e7/Q2Jpi+fipyf9MHq/fc4leV3ls5vQ1vfHXZxZNXpliLwwkU/YDVOCQjcdyRtp0htUpNGGEzDdUpJKCfYIUSAIgAqbU14d/PmNd+ILld3Rxtb7O+v8L24nNSe1v0YwPQzx12bA21iV/11Tu2a6/dvpYVu27oM63VuLxNK3ffyDK5cW3k0HNDbpKxSI9IgH6FzBYAjpfU3pb4n2WGukO9VzNUH0x46Z+St8dnBQEMQorf7fYeDaNhYCWhLdV/d/kag294qGXTvoYVYZwR/cTknB+FtIiR1TjkxNzr9YsH6CfIbAHgeCW8+ZrUHNQbU0N9nfW9d/SOB0AckSSDJIXzfswgm7UXpYdfDrXtrtCboP8wG5K+O/IhSQS1lJQkpO+MeMBqStU7KiDmyGwB4LgY9+42HKgIof7OHYbaGv3iARBfZMmYENYXIO2WHCFEs6uixbU/1LYHmj4K44zoP0ZkLJxZvLTP5FYS0vSiX40eel50ogJii8wWAI6Lecvn2otgv7WmqqYtm3QLB0D86bp/T59MhsQs+2QhRKsrtEWVNR6l1eUL5xFo9B8n5d04f+zTvawLlWBKP3vsk9Pyb41mVEAMsTYyAIRP8ngMByu/fh10K2N5mVBVIYW5JyGAAWbU0MWhPh48IuMcg2wRQnj8Ya5L51XarMYh4bVFPzEiY0Fh6unbap7a2/Dm4dZt2sJgkpCG2ieOyFgwKecasyEp1jEC0UNmC2BQk4/Uy7U1sqNVGI2qPcmXX6gm2kNo3nJUKEGtR9qR5HRKLpeakBBqQwADUlHaGcOSpx1qCfZpDoNsOqXgZ9rrRFNmGGeUJNkWVkP0NyZD4tT8W6bm36L43W2eWlWoieZso2yNdVxADJDZAhiUVNW4c4dlw1q5seGYcklS8grds09XcvOD6ifcXXyk9jYyWwAaSUjfG/XoS1vPdvtagqk/o+iuwIa0qbaRBsmsqKEtup5mG2WQTSEHin7MIFuSrYWxjgKIJb5nC2DQkZxO20v/THjn9c5prRBCVQ0HK23/Xmb5cJXw+/vuyxpmdkpaC6CjdNvoS055xWLs+9nRKbk3TMm9IfCj2WDPC/1rusPTzg61CQD0c2S2AAYXyeWyvfBMn6sZmz/fYH17uVD7WBbKn5wi5JAvpKrZrCbYQm0FYGAryTzjutPW56ZO7alCgintzNF/mT38t53Kp+bdFNKJTLJtUs7V4YQIAP0YmS2AwcX69nL5SH0wNU27vjJv+rT3Oqo1QRmWG2oMvuIRLB8FoKvM5PE//s5n54xbNiJjYWB5J4NkHpY8bVbx0iunbhqbeXHXVnlDZo3MWBT8WaYV/E+iOTsyEQNAv8H3bAEMIsZ9e4379vRZTf1moWPzp2u94yf1vqaUZ+KUhOqDIYXhnXhiSPUBDB6SkEZmLByRvkAI4fM7vUp7gim9z1ZnjPpzk7P8SNtXfdYcNXTx1PxbIhAoAPQz3LMFMIj0eQ9WE7idKnk9pq2be6/sG3eCMjQr+Bh8RSVKUUnw9QEMWkY5IZi0VghhMiReMPGNorTv9VJHEtKJudfPG/24FMImZb1RVM+Bpo+31zy96eCjOw49U3V0neL3RqRnAAgD92wBDBaS02moOhBqK+PeXZ6Zp/VWQ5Zd515o++dTksvZ3WG14063anKK65zFocYAAH2yGJMXjf/33iNvfnbgj0fadnY8JElyXsrMbpTLigAAIABJREFU6YW/HJY8LSLncnqPbDzwx9K6FzyK49gYUsZnXzYt71arKTUiJwKA4JHZAhgs5MYjQS13fCzDkXrh9/e+TJQ/Nc154WUJr78otbZ2OfhtWutPy3Ced7FqSww1BgAIhiSkkRmLRmYsanZVHGr5vN1TL8vGRHN2XsqMBFNGpM5yoOnDd3b9yO1r7nrI7Wv+oupvpXUvnjN2WW7K9EidEQCCEY3M9qabbjpwoI/7JHfddde0aV9/jqiq6sqVK1evXl1VVeX3+3Nzc+fOnTt//nyDwaB/sAAGLLnN0Xelrvx+yeXsMx1VsnPafvAjy9oPTF9t75o/qwaD98RpnhlzVIs1nBgAIBQp1uLAhreRVd7wzjulV/tVpZc6Tm/D8i8vWDjun4Wpp+sRAwB0q9/ds1UU5fe///2mTZsCJeXl5eXl5Rs2bFi6dKnZbI5hbADimhr2BSS4hmqi3XXWIvf0Oaa9u61HDkstzUKSvIl2b06eb8To3pehAoD+r7F9z8rdP+k9rdUofs+KXdddcuIHydb8KAQGACI6me2SJUvcbne3h0pLS5999tn8/PyJEydqJS+99JKW1l566aVz5syRZfmTTz559tlnd+zY8dxzz1177bVRCBjAgORPSgmjlZpgU42mEOqnDPGcdEpiaqr2mEl7c7PXy5IqAAaCTyp/61Xagqzs8h1dv//380b/XdeQACAgGpltSUn3q4A6nc5HHnnEZDL9/Oc/t1gsQoj29vbly5cLIS666KKLL/56x7bzzz9fVdXnnnvu3XffveCCC4YMGRKFmAEMPP60dDU5RWrp5rthvfAVs44xAIgm5959DStCarK7/rWZRXfbLcN0CgkAOorlrj9PPvlkXV3d1VdfXVRUpJVs3rzZ5XLJsnzuued2rLlgwQKz2ez1ej/77LMYBApgYJAkz7gTQm3kGz9Rj1gAIL6EmtYKIVTVX9G4Uo9gAKCrmGW2GzduXL169ZQpU+bPnx8o3LVrlxBi/PjxSUlJHStbrdZJkyYJIUpLS6McJ4CBxDtthkiwBV9fKSjysfcsAAjRaSchXVsBQBhis4KU1+t98sknJUm65pprJOnbLTEaGxuFEIWFhV2bFBQUbNq0qampqdsOa2pqqqqqupanp6dnZERsmfsASZIkSTKZQvjqHYIXWASbQdaP0WgM/HdwMZm8Z8w3vfmqUFWt4JjdZjtJtPsWXRDeH2HgyjYYBzlaJEmSZXkwXCXUb/5cg6fHsGgXZ5PJFEY86FPHt0P9c5CdvvrwWvWff6TaIBsMhv4T0gAjf7NDHoOsH22QGd5uxeYt19tvv3348OEzzjgjP/+YFfO0xLXTDVuNVthTZrtq1arHHnusa/m11157/fXXRyDi7qSkhLMaDYJnMBgYZF0lJg66jVX9lft876/o+Jaxp7RWSk4xXXWdJfd4V/UchIMcTbIsD4arhM/nC7WJfsOSnJysU88I6J+DbLOEs9BJYkJqf/tHarFYtOVdoB8GWW/97Z9VPxGDzLatre3ll182m82XXHJJp0PaPdtuM1vtKt9TZgsAffJXlHuffEwofe9XIaWlm66/VWLaAIBvDLEVhNMqoZsH8QBADzHIbF999dXW1tZzzz03jOeEe/rcOj09fezYsV3L09LSwviou0/aE1lKEO+PEQZJkrQRVlWVQdaJNsiKovTDB950ora1qc8/FUxaK4RQGxu8u3fKU6aFfTqDwaA99jaoBjnKBs+lWFGUUB9r12Puk2VZlmU9eoYm8H+5fw5ycfr31pf/OeRWGd/tV7+O0Wj0+/1+vz/WgQxM2lVCCMEg62dQXYpDnfuindl6PJ4VK1YIIebNm9f1aGpqam1trcPh6HqotbVVCJGWltZttwsXLly4cGHX8vb29qNHjx5XxN1JSUmRJEmPniGEMJvN2i16RVEYZJ1og+xwOILfalVyOoUsqRarroHpx/LBSnNbN9eWnvhXvtWaX6SG+z2W1G/2sw1pkBGS1NRURVFaWlpiHUg0hPpcnx4XT5vNZrPZmpub+bBGD5Ikpaena6/75yCnmU9KNGe3eWqDb5JiLbJLY/vPVK4NclNrtcvptRj74yPf8c5ut1utViGEy+Vqb2+PdTgDk91ut1gs/eefla5CvQ8a7cx23bp1DodjzJgxeXl5XY+mpqaKb5LYTnrPbAHoQfJ6TTu2GHfvlA9VS4oihFBNZiW/wDt6vG/cCUKOxeLqfr/hULXccERytqlmi5qapuQVqn19pCcpimnHlpDOIzlaDWWlbPkDABqDZD618Bfv7/mf4JvMKPq1LBn0Cyl4Xn/7V7X/3HvkrbrWL3x+txDCZEjMTZk+MuPcMZkX/H/27jRAiure+/i/qnqfnhlmYd8ZdlABARHEBQ2KRMXdqwaNT/JcNTderzfb1Wj0RuONjwk+xtxHvRrFJG7Z1CgERVRQFkEBZR2HbZhhnX16m+6uqudF6TgMs3T3dPVs388bZ6pPVR0PUNW/OqfOUZVWbyLV4T31kbKoHshy9c3zjvE48zJYawDJyXSytTpsv/GNb7T4qZVsy8vLT/7I2kiyBTLGUbzTs3K5cmI/pxKLOvaWOPaWGBs+jFx0qd7hCZYSp8Sizo/XujZvVMLhpttNhzM+cXLD7HPM7FYfwGul+5VoNNkzOvYUk2wBoNGkATceqF5VUvFmIoUn9r9ubN9FdlcpESWVb75f8pNg9GjTjTE9uL9q5f6qlZ+UPX7BmP87MOeE10+iemBz+f/bcfSVusiBxo2qog3KmTV1yG2j8lsYeAig02W0y2X//v27du1yOp1nnXVWiwXGjRsnIp999ln4xG+usVhs8+bNjQUA2M214SPvG39WWh++q1ZVel95wblzW2bqox07kvW7/+deu7pZrBURJR5zfrY569nfOotbXe9arapI4aSp7QUAPZUiyvxxvx2Rf0G7JccUXjpvzK8yUKV2bTz42LIdtzSLtU1Vhb74y2eLio+/1rilrObDpRtnrj/wSNNYKyKGqZfVfvT37Te+tu3aSIw5TYEuJ6PJdt26dSIybtw4r9fbYoHp06d7PJ54PP7uu+823b5mzZpIJOJwOGbNmpWJigK9m2PHZ+41q6S9t7wUXfcsf10rK7W7PtqRQ94Xn1PqatuqTCzmeePPzm1bWv44FEzhvGpXfUdICQYce79wbtvi2P6ZVrpf6R3TSADoCpyq75KJf5g94h6X5m+xgMfR5+xRDy6Y8IymuDJct5PtPPrq2v0PmdLO7Uw3o28Xf+9w3cciUlLx99e2XxOKtbV474HqVa9svSgc4+kn0LVkdDSy1e86adKk1gr4/f5Fixa9/PLLzz77bE5OjpVjP/nkk9/+9rcisnDhQmu4MgD7KOGQZ+XydmPtl3Tds/z14C23i2bXm1RKOOz92ytKIpMwmabn7beMwn76gEHNP/K0/DStneO18gyuEzn2lbjWrdEOlTX9AzIdzvjosdE55xr5BZ1YNwC9hKpoM4beOXnAt3Yf/+v+qndqwvsa4jVuR14f76hRBReO7Xu5x5HKyrdpF45VvL/nxwkW1o3o28Xfv2jckyt2364b7d9xasJ739xx85Wnvt5FXiQGIJlMtoFAYPfu3SLS4vI8ja699tqSkpJNmzY9+uijLpdLRKLRqIiceuqpixcvzkxVgd7M9fFapaEh8fJqTbVz29bYadPsqs+61UqghVnlmjNFFBFdd69aEbr+280/9GalcGojtws9SlNiUc+y1x0tjbhW4jHnru3O4p0NZ58fnXFm5usGoBfyOgumDPrulEHf7eyKtGpT2W+iehJT4teE9/5j1z/HjUiC5Q/Vbdh59KVJA25MqXYA0i9zo5G3bt1qmqaiKOPHj2+jmKZpP/3pT2+77bbRo0db6zUVFRV997vffeCBB5ypLr8BIFGm6dy1PdmdUtglQUos6tzySWJFv/yvVn5QO1R2wkfJT4xsiY8ancJedlBiMe/LL7QYa79mGO7333GvWpGpSgFA12WK2fTV2QTVRPYlVX5D6a/bHeoMIGMy12c7Z86cN954I5GSqqouWLBgwYIFdlcJQDNqbU3br7O2SCsvFcOwYxEgx749ih4X+apLNsG9vtitD/p6XTHXpx9rZQfaKN8i0+2JjZuY7F42cS9/XTtyKJGSrk82GP36xyZPsbtKANCV1Yb3BRoSumx2RH3DweOBz/v5mUUf6BI6YzlKAF2VEqhLZTddV1KaoqldyvGvZrNMONaKiHr8yNdHiEVdGz5M4dTRM+aI15fCjmmn7d/r3L0j8fLu999RGhIdTQcAPVIgejgzJzpa/2lmTgSgXSRbAE3E9dT2U/QUd2yb2vqyQ21ouliRY9+ekxcKat2Xg8r0gYO7zgur7o1rkyqvhMPOz1IZfQ0APYZuJLeGecpDigMNGYrQANpFsgXwNdPf8ioO7VAU05+d7rqIiJjOlBaNaLKXdiCpl6a+7BrWBwy0Y3B1CpRIWCvdn+xeji922VAXAOg2/O4BSZVPZmDQCTS18xc3AmDpEl/dAHQRRl6B6fEku5de2M+0Z9UfMyc3hb2M3K8XnFDqUxlf7SzencJedlArjolhJL3X0SPtFwKAnquPp8jtyMnAifzuk9aZA9BJSLYARES0o4cd27a6Ptlg9slPdl99bFtLeXVEfERRKnsNH9X4c0IL4Z5ECdY79pWksGPaqYGUxmPHY0qEV20B9F6a6hqZPz8DJxra56wMnAVAIjI3NzKArkjXnVs/cW9ar9TWpHYA0+OJTp2R3ko1MgoK9QGDEpwW+Mv6uD366LFfH8HvT6032bnlk/jIzl/1x3SkdJVWFHFyeQfQq50+5I7i438zzESngXBp2TEjaJpJDJMZmDM92z00pdoBSD/6bIHeS6mr9f3hGc+7/0g51opIwznfML3eNNaq+fHnzkug1Ndzf0RnzjY9X9fH6D8wtfNq+/fYNC1WUszsVEbTmV6fqZFsAfRqhVkTpg6+NfHy5xQ9OK7vFUmdYtawnyRZKQA2ItkCvZRZU+1+/int2NH2i7YuOn1W7NSp6apSi/QRo6LTZ7VX6quZn4aNaDancXz0OFFSmRlEiceVQH0KO6aX3re/mfziQ03HYwNArzV7xL2jCi5KpOTpQ743sf/1c0f9Z7ZnSPulRUTklIE3Dcs7pwO1A5BmJFt0dYoeV+tq1arK1F6YRMt0Pbb0aelAcjM1rWHehQ3nZeItpoZzLoidMqXdYvrgoeFLr5YT57Iy+uTFh41I7bw2LdKbHFWNT5ic7E7xCZPsqAsAdC+qoi2c8Ny0wbcpSqvfeDXVfW7Rw2eNvF9EfM6+l078Q5arf7tHLiq4+JxRD6exqgA6juFq6KricXP9h75PN2qHysT8cqypUVAYGzM+dvoZpi+rc2vX3WlbNpmHylPb1/R642PGN8yaazaZgtheqhq56FJ90BD3mvdaTJumwxGbPqth9jnS0hTN0TPPdiS39s9Xh02+s9QODbPOcny+OfEnO/qgIfGise2XA4BeQFUcc0f954T+135c+uv9VStjRqjxI68zv6hg4cyhdzXtpy3MmnTdlLff+eKO0uoPWjygQ/XMGHrnjKH/1kZaBtApSLboiow9X8T/9EezuqpZTFErK9yVH7o+/bjh7PNjts1a1Bto69Yku0t0+hn6sJFmdo5e2K9T1nqNnTotPn6yY9c2R0mxWlmhhEPidht98uIjR8cmnGJmt7qgrjFoiKmpip7c2jmmw5HaO65pZ2b5Ixdc7F3+ekKFPd7IxZfZXSUA6F4KsyZdPOFZ3WyIOcoraw9EozG/a2BB1gRVaeGbsN896PLJfy6tfn/nsVcPVK8KxypFRFHUAt+4kfkXnjrw26z0A3RNJFt0Oeq2LbE3/yatT96jRKOelcu1yorIBQsyWbEeQzt2NIUpo5S6uk7vCTRdrtip02KnTktuL03TR45xlCS3RK0+crRNi/SmID75tIZQwL16VeP4hRaZXm940TVGXkHGKgYA3YhD9fTPm5nvnhwKhdotPCzv3GF554pI3Ag3xOu8zoIWYzCAroNxFOhatLIDzjZjbSPn5o2ujz/KQJV6HuXYkRT20o53aK6pzhU77fTkd0kuP9stOnNO+PJr2xgBrg8dEbrxf+lDhmeyVgDQ4zlUb5arP7EW6Pr4V4quRNc9//i7FWvNxuluW+f+8P342IlGn7wMVK0nUUOBFPZSgqns1UXER43WR4zS9u9NsLw+oqgrLGbbTLxobHDEKMeOzx3Fu7Sjh5VQUFTVyPLrw0fGxk3SRxZ1dgUBAAA6DckWXYhz5+dqdZX1c0LrtOi6a93qyALeKkyO6XSlsltqe3UZ4YWXZ/3+GaWu9svfmz07afKrmdsnvHBRhquXIFNzxE6ZGjtlqoiIrouqpramEQAAQA/DaGR0IY5dO5LepWR3IkOX0ZSZk5vKXrmp7NV1mL6s0LWLjcJ+X/7eLA9+9avRt1/o2sXdY/JtTSPWAgAAWEi26EK0stJkd1EiEa3imB2V6cH0oSPEkfR4jdjwbj/Y1eiTF7rhloZZZ5kO58mfmg5nw6yzQjfcYmRsNSMAAACkCaOR0VUoDRElFk1lx0C99B+Y9vr0YKbLpY8Zr+3clsQ+qhqfONm2GmWO6XJF586LzZjt2PeFVl6m1NeJiJmdow8eEh85xvR4OruCAAAASAXJFl1Gm8uZtMVIbp1SiIh+7gVa8c7EB3LHJp1q5BfaWqVMMj2e2IRTYhNO6eyKAAAAID0YjYyuwvR4zeSHyIqImZ2T9sr0eGZ+oeOblydY2MgvbDhvvq31AQAAADqCZIsuxBg0NNldTKfL6Nuv/XI4iTb77Pjc89qdgsjILwxfdb3pZpguAAAAui6SLbqQ2NjxX/2Y6MjkeNEYU2NQfYric+eFF13T6oRJqho7ZWroRmZUAgAAQFdHJEAXEj9lqvnxWqWuNsHlbEVVo7Pm2lypHi4+epw+crS2e4fji11axXElWC9Ol5nbJzZ8ZHzC5J70bi0AAAB6MJItuhDT4YhcsMD7t1cSnE0qOmM2Q5E7ztS0+MRT4hOZTgkAAADdFaOR0bXEi8bGz7+o3Zc/RSQ2bmLD3PMyUCUAAAAAXRx9tuhy9DPmePsPiP31FQmHWi6haQ0zZ0fnnJtIAAYAAADQ45Fs0RWpp051jxkXfX+lvuUTtaa6cbvp9cZHj4+eMcfIy+/E6gEAAADoUhQzsRcau6lYLOZ0Oju7FugQs7bGrKkWQ1eyc5X8AlEZQg+gd4nH446UlvsGAKD36OHJtqGhwTCMtB/W7XZbB0/7kSEimqa5XC4RMQyDRraJ1cg2/QOBiHg8HkVRxLarEETE4/EYhhGNRju7IrYzDCMrKyupXcLhcNqr4XQ6HQ6HHUeGxev1Wj/QyPbxer3xeDwWi3V2RXom6yohIjSyfXrVpbjxqpigHv4MWNf1UKiVdzU7wOFwKIoSDAbTfmSIiMvlaky2NLJNrEaORCLceGzicrk0TRMRGtk+LpdL1/VecpVINtna0Sw+n8/hcIRCoZ79TLyzKIrS+B2ORraJ1cjRaNSOL4cQEb/fbyVbGtk+fr9f07Recu9LNtkysBMAAAAA0L2RbAEAAAAA3RvJFgAAAADQvZFsAQAAAADdG8kWAAAAANC9kWwBAAAAAN0byRYAAAAA0L2RbAEAAAAA3RvJFgAAAADQvZFsAQAAAADdG8kWAAAAANC9kWwBAAAAAN0byRYAAAAA0L2RbAEAAAAA3RvJFgAAAADQvZFsAQAAAADdG8kWAAAAANC9kWwBAAAAAN0byRYAAAAA0L2RbAEAAAAA3ZujsysAAADQFcWNcDB61KF6vM6+qqJ1dnUAAG0h2QIAAHwt0HBo66FnSirfqgnvtbZoqmtw7pzxfa8a1+9KIi4AdE0kWwAAABERU8xNB//vx6W/ihuRptt1I1pa/V5p9Xuflj8xf9x/982a3Fk1BAC0hvdsAQAAxDD1FbtuXbv/oWaxtqmK4M4/bVl4oHpVJisGAEgEyRYAAEDW7n9w9/G/tlssZoSW7fxflcFdGagSACBxJFsAANDbHa3f8mnZbxMsHNUD735xl631AQAki2QLAAB6uw2lj5hiJl7+cP1GxiQDQJdCsgUAAL1aQ7y2tOb9ZPcqPv6aDXUBAKQoo3Mjl5WVvf7665s3b66pqenbt++ECROuv/76wsLCpmW2bt167733tnaE3/zmN8OHD7e/pgAAoLc4XL9JN2LJ7lVeu86OygAAUpO5ZLtu3bpf/epX0WjU+rW8vLy8vPzDDz/8+c9/Pm7cuMZihw8fzliVAAAAgtEjKewViB42xVRESXt9AAApyFCyPXDggBVrTz/99Msvv3z06NH79u17+umn9+3b9+ijj/7mN7/xeDxWSSvZzp49+9JLLz35OP37989MhQEAQC9hmnpq+6W5HgCADshQsl26dGk0Gj3llFP+4z/+w+VyicikSZPuu+++22+//ejRoxs3bpw7d65V0kq2EydOnDhxYmbqBgAAejOfK5Xn5lmu/nTYAkDXkYkZpI4dO7Zp0yYRWbx4sRVrLQUFBRdeeOGwYcNKS0sbN1rJdtCgQRmoGAAAwIDsaYqS9DeiAdnT7agMACA1meiztWLtgAEDxo4d2+yjW2655ZZbbmn81TRNK9kOHjw4AxUDAADwOfsOyjkj2RmhxhReYlN9AAApyESyLSsrE5GJEycqSjuDdiorK6PRqKZptbW1zz33XElJSSAQGDZs2JgxY6655pq8vLzWdty/f39JScnJ2wcPHjxkyJAO1v9kqqqKiNvtTvuRISIOx5d/LRVFoZFtYjWy0+m0/jIj7RovdzSyfRRFUVW1N1wlDMNIdhc7mkXTNBFpOvaqJzmr6D9e+bSFCT5a09c/ccKgy1VFS1cFmn5HcrvdpslLvHbRNK03XDc6hXWVEBGHw0Ej28RqZJq3RZlIttXV1SKSl5dXVVX1yiuvbNq0qba2dsCAAaNGjbryyiubruJjddjquv6jH/2ocWNxcXFxcfF77733/e9/f86cOS2e4v3333/iiSdO3v6d73zn1ltvTfP/z1eys7NtOjIsmqbRyLby+XydXYWej0a2laqqveEqEY/Hk93FvmbpqQ0+OfuS3RXf2lL6+0QKa6pr0bSnc3P62FQZv99v05EhIm63m1RgN5fL1VOfgnURPfVS3EGZSLZVVVUiUlNT8y//8i+BQMDaWFpaWlpaumbNmptuumnRokXWxsYlf8aMGXPDDTeMHj06Go3u3Lnz+eefP378+GOPPVZUVDRgwIAM1BkAAPQql015uiZ0YH/F6raLqYp22dSnhxW0/KgdANBZMpds33333dzc3Ntuu23atGk5OTkHDx58+eWXN23a9Nxzz40ZM2bSpEkikp2dPW/evD59+lx//fWNT3rmzp172mmn3XbbbfX19UuXLv3xj3988ikKCgomTJhw8vb8/PwUHnW3yxoGoOupLRKAdiiKYrWwaZo0sk2sRtZ1nQFvNtE0zRpbSCPbp/dcinVdb3xNI0F23PtUVVVV1Y4jdxmOG85Y9o9t//bpgWfMVlb08bv7L5ryu6J+8+1oh8Y/5R7dyJ3M4XAYhpHCCH8kwrpKiAiNbJ9ecCn+WrL3PiUDX7luu+228vJyh8Px6KOPjho1qnG7aZo/+clPdu7cOWnSpIcffrjtg/zpT3/6/e9/X1BQ8NxzzyV+6lAoFAqFUqx363JzcxVFqampSfuRISIulysnJ0dE4vF4L29kJRpVwiHD5RJvmke0Wo1cW1sbi8XSe2RY8vLyrNxFI9snLy9P1/W6urrOrkgmFBYWJlW+oqIi7XXw+Xw+n6+ysrLHP6w5Fti66eBvDlS/G9UDjRvzvKPH97tqyuB/dmm2DBVWFKWgoMD6uTc0cqewGtmmL4cQEb/f7/F4xLZv4BARv9/vdrsrKys7uyKZkOy9LxN9tvn5+eXl5VOmTGkaa0VEUZQFCxbs3Llzz549hmG0PcmKtW9lZWUgEOD9E/RsWsUx56cbHXuKlUC9tcV0e+Iji2KnTNFHFHVu3QCgx+vnP+3iCc/oZrQmtDcUO+5Q3dnuIX436xECQJeWiWRrPYPs16/fyR9ZGyORSDAYbPtNaKszWtM0r9drTzWBzqfocfe7K5yffSonPq1XGiLOXdudu7brI4vCCy4zs3i4AwD20hRXQdb4Ahnf2RUBACQkE2tRWIvTHjx48OSPDh06JCL5+fnZ2dm6rt92222LFy/euHHjySUPHDggIsOGDWucTxzoYZSGiO/lF5xbP5HWB6Fp+/Zk/f4ZtSr94wwBAACA7isTyXb27Nki8vnnn3/++edNt8disddff11EJk6cKCKapk2YMKGmpuaVV15p9lZ0OBx+7bXXRGT69OkZqDDQCUzT8/e/qofK2i2o1Nd5//qyEglnoFIAAABAt5CJZDt06NC5c+eKyIMPPvjWW29VVFREIpHt27ffc889Bw4c8Hq9N998s1Xym9/8ptPpLC4ufuCBB4qLixsaGmprazdu3PiDH/ygoqJi4MCB11xzTQYqDGSec/tWx76SBAur1VXuD9+3szoAAABAd5KJ92xF5Hvf+97hw4dLSkqeeuqpp556qnF7Tk7OnXfe2fgK7qhRo+68885HH31069atW7dubXqEYcOG/eAHP2BlbfRMpun+6IOk9nB+9mnDzNlmTq5NNQIAAAC6kQwlW5/P98tf/nLZsmWrV68uLy8XkWHDho0fP/7qq69uNnHU3Llzi4qK/vznPxcXFx87dszn840YMeLUU0+99NJLk13RCOgutMPlSl1tcvvourNkd3TaTHtqBAAAAHQnmcuKTqfzsssuu+yyy9otOWjQoDvuuCMDVQK6CO3g/hT2Ug8eEJItAAAAkJn3bAG0TQ0EUthLC9SlvSYAAABAd0SyBboAw0hhJ9NodXEgAAAAoFch2QIMHLniAAAgAElEQVSdz/T7U9oru/1CAAAAQC9AsgU6X3zgkBT20gcNTntNAAAAgO6IZAt0Pn3ocPH6kttHUeJjJthTHQAAAKCbIdkCXYCmNZwxJ6k9YuMmGvkFNlUHAAAA6F5ItkCXEJs2U+8/MMHCpi+r4ZwLbK0PAAAA0I2QbIEuwdS08OXXGjm57Zd0ucKLrjETKAkAAAD0EiRboKsws3NCi7+rjxjVRhkjvzB0/S364KEZqxUAAADQ9Tk6uwIAvmZ6faGrb3SU7HZt3qgdPCC6/uUHiqL3Hxg7ZUrslKmiaZ1aRwAAAKDLIdkCXU589Lj46HFKQ0StrVFCQcPlNvPyzWQnTwYAAAB6DZIt0EWZbo/eb0Bn1wIAAADoBnjPFgAAAADQvZFsAQAAAADdG8kWAAAAANC9kWwBAAAAAN0byRYAAAAA0L2RbAEAAAAA3RvJFgAAAADQvZFsAQAAAADdG8kWAAAAANC9kWwBAAAAAN0byRYAAAAA0L2RbAEAAAAA3RvJFgAAAADQvZFsAQAAAADdm6OzK2A7RVG63ZF7uaYNSyPbxGpYRVFoYbvRyLaieVtjR7M0XjfSfmQI976M4N6XMTSy3WjeFimmaXZ2HWwUi8WcTmdn1wIAgNTF43GHo+c/iQYAoCN6+J1S1/VoNJr2w3o8HkVRwuFw2o8MEdE0zePxiIhhGDSyTaxGjkQiuq53dl16Jq/Xq6qqiNDI9vF6vaZpRiKRzq6I7UzT9Pv9Se0SDAbTXg2Xy+V0OkOhUM9+Jt5ZFEXx+XzWzzSyfbKysmKxmB1fDiFfXSVEhEa2j9XIdlzku6CsrKykyvfwZGtTNHK5XCRb+7hcLpKt3axGbmhoiMVinV2Xnsn6OywiNLJ9PB6Pruu95CqRbLK1o1kURXE6neFwmNBlh6bJlka2iaIoVrLtJdeNzNM0rTHZ0sg20TTN4XD0kuZNNtkygxQAAAAAoHsj2QIAAAAAujeSLQAAAACgeyPZAgAAAAC6N5ItAAAAAKB7I9kCAAAAALo3ki0AAAAAoHsj2QIAAAAAujeSLQAAAACgeyPZAgAAAAC6N5ItAAAAAKB7I9kCAAAAALo3ki0AAAAAoHsj2QIAAAAAujeSLQAAAACgeyPZAgAAAAC6N5ItAAAAAKB7I9kCAAAAALo3ki0AAAAAoHsj2QIAAAAAujeSLQAAAACge3Ok93DRaHTVqlUff/xxSUlJXV2dx+MZMmTIrFmzLrzwwuzs7PSeCwAAAAAASWOybWho+D//5/88/vjjx48fP/nT7Ozs22+//b777vP5fOk6IwAAAAAAkq7RyBUVFWeeeea9997bYqwVkfr6+l/+8pczZsw4duxYWs4IAAAAAIAlDcnWMIzLLrts8+bNIpKdnf2jH/3otdde27p1a3l5+dq1a5cuXfqNb3zDKrljx47LLrvMMIyOnxQAAAAAAEsaRiP/8Y9/XLt2rYhcffXVTz75ZH5+fuNHgwYNOvPMMxcvXvzBBx9ceumldXV169evf/HFF2+88caOnxcAAAAAAElLn+0f/vAHEZk5c+YLL7zQNNY2dc4557z44ouKojSWBwAAAAAgLdKQbLds2SIid911l8fjaaPYwoULp0yZIiJbt27t+EkBAAAAALCkYTRydXW1iJxxxhntljzllFM2b9587Nixq666qm/fvhMmTLj++usLCwubFTNNc8WKFStXriwrKzMMY/DgwfPmzbv44os1Tet4bQEAAAAAPUwaku2AAQMOHjwYCoXaLrZu3brVq1eLiMvlikaj5eXl5eXlH3744c9//vNx48Y1FtN1/Re/+MXGjRsbt+zZs2fPnj3r16//2c9+5nK5Ol5hAAAAAEBPkobRyHPmzBGRDz74oI0yBw4c+NWvflVRUSEiZ5111ssvv/zwww+PHDkyEok8+uijkUikseSrr75qxdrrr7/+ySeffPrpp2+66SYR+fzzz1944YWO1xYAAAAA0MOkIdnecccdiqLcd999JSUlrZVZunTprl27AoGAiPz4xz/2+XyTJk267777vF7v0aNHG3toQ6HQ3/72NxG55pprrrvuukGDBg0YMODKK69cvHixiCxfvrympqbjFQYAAAAA9CRpSLZnnnnm/fffX1FR8Y1vfOPVV1/Vdb1ZgS+++OLFF1/csWOHiNx+++0XXHCBtb2goODCCy8cNmxYaWmpteWTTz6JRCKqql522WVNj/DNb37T5XLFYrGPP/644xUGAAAAAPQkaXjPdsuWLZdccsmhQ4eeeuqpa6+9dtSoUbNmzRoxYkRhYWF5efm+fftWrFgRDAZFZMiQIZMmTXryySeb7j558uT6+nrr5127donIpEmTsrOzm5bxeDynnXbaxo0bd+7cOX/+/I7XGQAAAADQY6Qh2U6dOrXpr3v37t27d2+LJcvKyr73ve+1+NGtt94qIlVVVSIyfPjwkwsMGzZs48aN1jzMJysuLt62bdvJ24uKioqKitqsfipUVVUUpe1VjpAyh+PLv5aqqtLINrEa2eVyMeW4Tazlu4VGtpOiKL3kKmEYRrK72NEs1nXD4/GYppn2g6PxoiE0sm2sRnY4HL3hutEpGu93NLJ9rEameVuUhmSbRlZwbdZha7E2tpZs165d+8QTT5y8/Tvf+c5pp52W1jp+ze/323RkWFRVpZFt5fV6O7sKPR+NbKtecpWIx+PJ7mJfs2RlZdl0ZDSikW3lcrlYa8NuNLLdesO9LwVpSLbvvfde2wWeeuqp0tLSadOm7dy5MxwON/1IVdULL7zwrLPOsn61+mxbTLY5OTnSerIFAAAAAPRaaUi25557btsF/vjHPxYUFBw4cGDgwIHXX3/9tGnTcnJyDh48+PLLL2/atGnjxo2XX355gudq7bn1oEGDZs6cefL2gQMHxmKxBA+eOGtEVgoP0ZEIRVGsFjZNk0a2idXI8XicAW82cTgc1rA3Gtk+DofDNM2Tpy3seXRdb3xNI0F23PtUVdU0zY4jw+J0Oq0faGT7OJ1OXddTGOGPRGiapqqqiBiG0Rsuzp3CauRecpVovComKBOjka37scPheOCBB0aNGqXruqZpY8eOvffee3/yk5/s3LnzD3/4w8MPPywieXl5R44csRYHasaaZSo/P7/FU8yfP7/FmaVCoVBtbW06/2dERCQ3N1dRFDuODBFxuVxWF72u6zSyTaxGDgaDveTKmHl5eXnWmzA0sn3y8vJ0Xa+rq+vsimRCsq9U2XHx9Pl8Pp+vrq6OhzV2UBSloKDA+plGtonVyA0NDaFQqLPr0jP5/X7rYhWJRGhkm/j9frfb3Uu+IRcWFiZVPg2r/tx8881tN64VR6dMmTJq1Kjt27fPnj3b2q4oyoIFC0Rkz5491sOzvLw8+SrENtN2sgUAAAAA9Fpp6LNdunTpqlWrnn/++Xnz5rVYwHoGWVBQ8Itf/OKBBx6IRqONH/Xr109EIpFIMBjMzs62km15efnJB7E2JptsrQfMSe2SuGSfIiBZDoeDRrZVbm5uZ1eh56ORbaVpGleJFtnXLI39irAPjWwrW78cwkIj2417X4vS0GcrIgcPHjz//PP/9V//tcWBB4MHD66rq3vwwQfvueeeprFWRA4dOiQi+fn51qxR48aNE5HPPvus2URTsVhs8+bNjQUAAAAAAGiUhmT73HPP9enTR0Qef/zxadOmffzxx00/jUajGzZsWL169ZEjR0Rk0KBBr732mvVRLBZ7/fXXRWTixInWlunTp3s8nng8/u677zY9yJo1ayKRiMPhmDVrVscrDAAAAADoSdLznu2OHTsWLVokIrt37549e/Z9991n9c1++umnM2bMWLJkiTURQlFR0ZIlS+bMmROJRLZv337PPfccOHDA6/XefPPN1qH8fr91nGeffXb16tXRaDQaja5bt+63v/2tiCxcuNAargwAAAAAQCMlXZPvmab5pz/96V/+5V+OHz8uItOmTTvvvPMee+wxa8rvMWPGTJ06tdkYYxHJycm58847p0+f3rhF1/WHHnpo06ZNImIt8WyF5FNPPfVnP/tZslM/AwAAAAB6vLQlW0tFRcW//uu/vvjii41bHA7HD3/4w/vuu0/TtGXLlq1evdqaC2rYsGHjx4+/+uqrrTdsmzIMY8WKFe+8805ZWZmIDB48eN68eRdffLG1hAYAAAAAAE2lOdnGYrFf/vKX999/f+PqzGPHjn3llVemTJmSxrMAAAAAANAoPXMjW6y3au+9915d1z0ez/nnny8ixcXF1saGhoY0ngsAAAAAAEt6km0kErn77rtnzpy5detWETnzzDO3bNmycuXKl156KS8vLx6PP/jgg1OnTl2/fn1aTgcAAAAAQKM0JNuPPvpoypQpDz/8sK7rbrf7kUceWbNmjbXw7HXXXbdt27YFCxaIyM6dO2fPnn3XXXcFg8GOnxQAAAAAAEsa3rNVVdU6yMyZM59//vkJEyY0K2Ca5jPPPHPXXXcFAgERGTVq1J49ezp4UgAAAAAALGlItoqiuFyuBx544Ac/+IHD4Wit2L59+26++ebVq1eLSHqnrQIAAAAA9GZpSLYzZsx4/vnnJ02a1G5JwzAee+yxu+++OxKJdPCkAAAAAABY0pBs4/F4G121J9uxY8fEiRM7eFIAAAAAACxpXs9WRKqqqrZs2VJbW1tfX3/xxRcXFhYahqGq6VxeCAAAAACARukMnG+//fbMmTMLCwvPP//8K6644qabbiorKxORZ599duHChW+88Qav1wIAAAAA0i6JUcRtME3z9ttvf/LJJ1v8VNf1ZcuWLVu27I477liyZEkm+28rKysrKyszdjoAAOwwduzYpMoXFxfbVBMAADIj2XtfekLm/fff3xhrL7jggnvuuafpp4MHD3Y6nSLy+OOP//u//3tazggAAAAAgCUN79nu27dv9OjRhmH069fvpZdemjdvnogoiiIimzdvnjJlilXmkksu2b59u8PhKC4uHjlyZMerngj6bAEAPQB9tgCA3qYT+mwff/xxwzBE5He/+50Va082cuTI5cuXO53OeDy+ZMmSjp8UAAAAAABLGpLtmjVrROSMM85YuHBhG8WGDh166aWXisiWLVs6flIAAAAAACxpSLZ79+4VkRkzZrRbcvz48cIQKQAAAABAWqUh2UYiERFxu93tloxGoyJSW1vb8ZMCAAAAAGBJQ7IdOHCgiGzbtq3dktu3bxeRAQMGdPykAAAAAABY0pBszznnHBF599132w63O3fuXLlypYjMmTOn4ycFAAAAAMDi6Pghvv3tbz/33HPxePxb3/rWG2+8MXTo0JPLlJeX33TTTdZo5BtuuKHjJwXQQfF4/C9/+cuGDRvKysoCgcDw4cPHjh1744039u3bt1lJwzDeeuut5cuXl5aWGoYxdOjQ+fPnL1q0SNO0DJQEACBd7Lj3NXXrrbfW1NS8/PLLLX7KvQ+wVRrWsxWRf/qnf7L+Dffp0+eOO+6YN2/eueeeKyJ///vfNU3bsGHDr3/96/r6ehGZP3/+P/7xD2u12wxgPVugReXl5ffcc8+BAweabfd4PP/2b/82f/78xi26rt97773r1q1rVvK000575JFHXC6XrSUBWFjPFug4O+59Te3bt++WW27p379/i8mWex+QrGTvfelJtqFQ6JJLLlm1alXbxaZMmbJq1aq8vLyOnzFBJFvgZKZp3nrrrcXFxVlZWbfeeuuZZ57p9Xp379799NNP79q1y+FwPPXUU6NGjbIKP//880uXLhWRb3/72+eff76iKB988MHTTz8tIlddddX3vve9xsPaURKAhWQLdJBN975GR44cufvuu/ft29dasuXeByQr2XtfGt6zFRGfz7dixYqHHnooPz+/xQJZWVk//OEP165dm8lYC6BFW7dutb713n333d/85jcLCgp8Pt/UqVMfe+yx4cOHx+PxZ5991ioZDAZfffVVEbnxxhsXL148ePDgQYMG/dM//dN3v/tdEXn99derqqrsKwkAQLrYce8Tkb179z7xxBN33nnnDTfcsG/fvtbOzr0PyID0JFsRcTgcd999d2lp6V//+te77rrr6quvvvDCC6+66qrvf//7L730UllZ2SOPPOL1etN1OgAp++KLL0RkyJAhZ555ZtPtbrf7iiuuEJFdu3ZZWzZs2BAOhzVNu/rqq5uWvOKKK1wuVywWaxxVZUdJAADSxY57n4js3LnzL3/5y9atWw3DaOPs3PuADEjDDFJNZWVlXX755Zdffnl6DwsgjayHymPGjDn5jff+/fuLSFVVVTwedzgcO3bsEJHJkyfn5OQ0LebxeE4//fR169Zt27Zt4cKFImJHSQAA0sWOe5+IzJ07d9y4cdbPa9eufe6551o8O/c+IAPSnGwBdH1XXXXVhRdeWFhYePJH1kit/v37OxwOETl+/LiIFBUVnVxyxIgR69ata3yP3Y6SAACkix33PhHJyclpDKslJSWtnZ17H5AB6U+2VVVVW7Zsqa2tra+vv/jiiwsLCw3DUNW0DXsG0EGNM2Q0c+jQoT//+c8i0jg/ZHV1tYhkZ2efXNi6kTe+F2RHSQAA0sWOe1/iuPcBGZDOwPn222/PnDmzsLDw/PPPv+KKK2666aaysjIRefbZZxcuXPjGG2+kZR5mAHbYunXrnXfeWVdXN3jw4GuuucbaaD1CbjZ0ypKbmytf3aptKgkAgK06eO9LHPc+IAPS02drmubtt9/+5JNPtvipruvLli1btmzZHXfcsWTJEvpvgS7l0KFDzzzzzHvvvSciQ4YMefTRR/1+f4L7RqPRTiwJAEBqMnPvSxz3PqDj0hMy77///sZYe8EFF9xzzz1NPx08eLDT6RSRxx9//N///d/TckYAHRePx5cuXXrTTTe99957mqZde+21zzzzjDWRhsVaxysQCJy8b11dnYj07dvXvpIAAKRdGu99iePeB2RAGvps9+3b9+CDD4pIv379XnrppXnz5onIQw891Fjgkksu2b179yWXXLJ9+/YnnnjijjvuGDlyZMfPC6Aj9u7d+9BDD+3du1dRlAsuuODb3/72oEGDmpUpKCiQr266zdTX1zcWsKkkAADpld57X+K49wEZkIZk+/jjj1tLeP3ud7+zYu3JRo4cuXz58qKiolgstmTJkscff7zj5wWQsn379t1555319fX9+vW79957J0+e3GIx6xlzaWnpyR8dPHiwsYBNJQEASKO03/sSx70PyIA0jEZes2aNiJxxxhltL8M1dOjQSy+9VES2bNnS8ZMCSFkkEvnRj35UX19/xhln/M///E9rt3YRmThxoohs3rw5FAo13R6LxTZu3CgikyZNsq8kAADpYse9L3Hc+4AMSEOy3bt3r4jMmDGj3ZLjx4+XrxYNA9BZ3nnnnYqKiqFDh/7nf/5ni/M0Npo1a5bH44nH4//4xz+abl+1alU4HHY4HGeddZZ9JQEASBc77n2J494HZEAaRiNHIhERcbvd7Za0pn2rra3t+EkBpGz58uUiMnny5NbWlFdV1XoO5ff7r7nmmhdeeOG///u/c3Nz586dKyLr16//1a9+JSKLFi1qHD1lR0kAANLFjntf4rj3ARmQhmQ7cODAvXv3btu2rd2S27dvF5EBAwZ0/KQAUmOapvWez/Lly63b/MmysrLefPNN6+fFixcXFxevX7/+wQcfdLlc8tUjqqlTp/7v//2/m+5lR0kAADrOvntf4rj3AXZLQ7I955xz9u7d++67727btq2NlxZ27ty5cuVKEZkzZ07HTwogNfX19cFgMPHymqY9+OCDb7311rJly0pLS03THDt27Pz58xctWqRpmt0lAQDoOPvufZ17TABNKaZpdvAQa9asOfvss0VkypQpb7zxxtChQ0VEURQR2bx585QpU0SkvLz88ssvt16RX7Zs2YIFCzpa8cRUVlZWVlZm5lwAANhk7NixSZVnSgsAQHeX7L0vDX22c+fOve66615++eUtW7aceuqpd9xxR+PaP2VlZYcPH96wYcOvf/1ra7Wu+fPnX3TRRR0/KQAAAAAAljT02YpIKBS65JJLVq1a1XaxKVOmrFq1Ki8vr+NnTBB9tgCAHoA+WwBAb5PsvS8Nq/6IiM/nW7FixUMPPdTaxG5ZWVk//OEP165dm8lYCwAAAADoDdLTZ9soGAy+/fbbH3744cGDB+vq6rKzswcOHDh79uyLLrqoT58+aTxRguizBQD0APTZAgB6m2TvfWlOtl0NyRYA0AOQbAEAvY3tM0h9/PHHoVBo/PjxjcvSvv/++yIyffp0v9+f7NEAAAAAAOigpN+zXbhw4XnnnffOO+80bjnvvPPOO++8kpKStFYMAAAAAICEJN1nGwqFRGTz5s3f+ta3bKhPmvn9fpfLlfbDut1uEWloaEj7kSEimqZZf2qGYdDINrEauaGhwTCMzq5Lz+R2u1VVFREa2T5ut9s0zWg02tkV6YoGDhyY9mM6HA6n0xkOh9N+ZFi8Xq/1A41sH6/XG4vF4vF4Z1ekZ3I6nQ6HQ0RoZPs4nU5N0yKRSGdXpCtKOtmOHTt2y5Yt//M//+N0OptOdPy73/1u0KBBCR7kJz/5SbLnTY2u63ZEI4/HoygKocsmLpfL5/OJSDwep5FtYjVyMBiMxWKdXZeeyefzaZomIjSyfXw+n00X+S4oOzs7qfJ2NIumaQ6HIxqN9uwZOjqLoiiNf8o0sk2sRo5Go73kupF5jcmWRraP1ci9pHmTvfclnWxvvfXWW2+9NRAIPPLII023/+Y3v0n8IBlLtgAAAACAHi/p92y/853v3HfffXYM8QUAAAAAIAVJ99lqmvbAAw/89Kc/3bNnjzXCe+rUqSLy8ssvjxs3Lv0VBAAAAACgTUknW4vT6Rw/fnzTLePGjZsyZUo6qgQAAAAAQBJSTLZNLVmyREQGDx7c8UMBAAAAAJCsNCTbO++8s+MHAQAAAAAgNakk2w8//ND6Yfz48YWFhWmtDwAAAACgHdEqrX63O1zqitWpRkxx+Ax3X903siF7bFRx9MaVw1JJtnPnzrV++NOf/nTVVVcNGTIk2SOUlZWlcF4AAAAA6OWMBqVidVb9Lo9pfL0xVqvFarVAiatqvVE4N+gf0yvWvG0qDaORy8vLO34QAAAAAEDbGmqk7NU+0SqttQLxevXIsuy86Y6COcFMVqzTpSHZzpkzp+MHAQAAAAC0QY9Iye+VNmJto+pNXs1j9Dk9nIFadRGpJNvDhw9bP/Tp00eavHYLAAAAALDJoVXO8PFEC1euzfIOj7oLdTtr1IWkkmwHDBiQ9noAAAAAAFoTq9GqtrbfW9vINKRqXdbAS+rsq1KXonZ2BQAAAAAA7ajf7W46ZVQiQvtdekSxpzpdThreswUAAAAA2CpU6kx2F9OQYLHH1TduGuLwGY5cXem5PZtJJ9vJkyd3/Kzbtm3r+EEAAAAAoJfQA0kMRW507L2sxp81r5FVFM2bHnbm9sCXb5NOttu3b7ejHgAAAACA1ujRDh8hrNZt89Tv9OTNCOXPDEnPGqecdLKdNGmSHfUAAAAAALTG6TcbImk4jqlL1XpfrEbrP7++J4XbpJMtA4kBAAAAIMNchfGGilQGJLeofpfbmavnzwql64Cdrue+QQwAAAAAPUXWqA4PRz5R9SZfrDptUbnTKaZpdnYdbBSLxRyO9M//rCiKiPTsputcVgsLjWwnRenh//w7F3+HM6D3XIrj8bjTmdx8mDY1C9cNW3HdyIDec93oFI1/h6X7N3I8JKYhzizpUoN1TV0++60SqUjnMftOlVGXd9E/rKZ/oxLRw1f9MQwjGk3zsw0RcTqdiqLYcWSIiKqq1nc40zRpZJtYjRyPxw0jyWXRkBiXy2Vdjmlk+7hcLtM0Y7FYZ1fEdoZhJJts7bh4OhwOTdO4LNvH7XZbP9DI9nG73bqux+Pxzq5Iz2RdJUSkmzayaUj1Nq16uxo4oBpxERFFFe9Ao894o3Carrk7u34iIjLsQmfxi6qkL4pW75KGSLRrLgXUeFVMUA9Ptrquh0LpHzuem5urKEp9fX3ajwwRcblc1nc4XddpZJtYjRwKhXpDKugUeXl51t2dRrZPXl5e77lKeL3epMrb0Sw+n8/n8wUCge7eFdM1KYrS+B2ORraJ1cgNDQ12fDmEiPj9fuve1ymNrEeU0AFXrEbTI4rmMZ19dN/wqOZJ9J9S5LDz2Dv+6IlDc01DQuVqqFw9ulYtPCeYPa7Bhoonxz/CP/R898GVaetKjoelqjTkKuiKiwCRbAEAAAD0FvE6rXKdL1DsNk8cI6Wo4h/TUDA75MhpJ7YFvnAfXeE39Vbjoh5Wj/4jO1qlFZzZ+Y9FBp0tDWbg+Pt+M01pNB5Qu2ayTRbJFgAAAEC3FCxxH3nbb8ZaCKWmIfW73YESV78LAtnjW+1ujRx2th1rxfzybdvqj33ObCNncjoW3umYnMkR79BY1TpfoMTVVs0T1CWHIqeAZAsAAACg+6nf7T66Irvtl05NXTn6draYkj2hhXBr6nL0nTZjrZwwidTxD7J8I6OOrM6cQSNSJXU73XpAdRXG+w2NiSpGTMyYonqN4yuzU3iVoXP/d9KIZAsAAACgm4lWasdW+hOaS8mUY+/63X11V2Hzea0Cuz1JLXtjxpWajb7CcwPJ1DRtAntc5Rtd4aOKSHbT7Z7+8fxZId+IaP0OT7g8uRkHNZ/hyusJQ5Gl5/Q9AwAAAOg1Kj7KMuOJDsQ1daXiw6yTt9fvdiV73vovXGmcmjhBZkw58lbOkTdzwkdbiG+Ro45Dr+ccXZGdNTrpmdWzx0S71MpGHUGfLQAAAIDuJFajhfYlF0pDB5zRKs2V36R/0pRkezhFRA+p0SqttSmXYvVq9LhDD6mimc5swzMgrjg6moNNXSn/W07kcDtVrd/ljgVUR7YRr0+081JxmH2md/6cWOlCsgUAAADQnQT3Jt3Xau3lykuUViYAACAASURBVA83/qpHlNSmX2phMmFTAiXu6k3ehmMnxCvFafqLovmzQs7c1Ef8Hn8vq91Ya4mUOf2jG4LB5tNEt6ZwbtDh7yEv2QrJFgAAAICt9JBa/4UrXOqK1apmXNF8hitfzyqK+oZHlZRejoxWJfFybKNY1YnZx0h1GO6JO+oR5ejynFBpC+HTjCn1u9yBL9wFcwN9TktlUuWGY466HZ7Eywf3uvPOCFVv8LUbbvOmh3NP7eg8z6Yhof2u4F5XrMoRCyqqy3TmGr5hUf/oqObLdGYm2QIAAACwhakrVRu8NZu9Td+JjdVqkcPOuu0eV4FeeHbANyyW7GH1cCqBOB48IZGqXkNRJcHuzaa0Jv2cekQp/1OftpO2qUvF+349pKawHG7Np96kXus1DYnXqwMvrT32bnZrw5I1j1k4N5g9saOxNrTfVbEmq9n/e7RCgntcFR+aedPCeTNCSiqPIFLEDFIAAAAA0k8Pq+V/yane6GttqqdopXbotdzqTd5kj6y6Unl5VXWfsJeiirtf89mSEzn11y/rmnJ0eU6CHcjVG32BL9xJncvUJbg/6XHXwb0u37DY8MXVfc8JegbGmk4Q5SqM588KDbupquOxtnqj79Abrf6/mzGlaoOv/K+5ejhz81PRZwsAAAAgzUxdOfL3nMjh9uKGKZUfZaluM/eUJLKWIyeV11aduc37Z7OKGiJHkgtEvhFRRfsyIQf3uFschNwyUypWZ2WNjCY+p1Q8oBkNSSdDPaTqYVXzGblTwrlTwqauxIOKmIojyzDiEtzrqljtj9eppq5oPsPdL+4vip68HlLbard6K9f62i0WOeQ8/GbO4CtqM9NzS7IFAAAAkGZV633hdmPtVyo+8HuHxBJfWDVrRKz646Sr5BvRfFGc3FMjNZ96Ex/brKiSP/PrOaiqNibX2xwPqPW73DmTI2JKvF6LB1RRxOE3HH69xaV39FCKA2zjQbXxNVdFM505pqkr1Zu8NZ94jdgJZwrudVWt9/mGRwvPDp4wcXTropVaxeoWllBqUeSQs+pjXwrDsFNAsgUAAACQTvGAWrMliXmPTF0q1/oGLqxPsLxnQMyVryc1j5Szj+4Z2PyFXtVlFp4dPLoiO8GD5E4Juwq+7N6M16sNx5MOU/W73Q0VWrDEHQ9+nVod2YZ/dEPe6WEt64ReZdWZ4opBzUZr62H18N+z25hgOXTAVfays9+F9f6i9lfErVybldTLyTWbvX1Oi2RgQineswUAAACQToFid2vv1rYmtM+tRxLeRZGC2cGkjl84J9TiPMzZ4xvyZiTUo5g1Klow5+uTNhx3JDW3kyVc7qzd6m0aa0UkXq/WbPbuX5pX+9kJjwO0Vvpy26Zo0nQtHzOuHHqt/eVwjZhydFlO+GB7xSJqKMlXf82YUv9FKqs0JYtkCwAAACCdQqVJJxlTl0hZEntlFUUTX0cn95RI1uiG1j4tmB3qOy/Q1uuvivSZFh6wsK5pNk5xqHDrJzFjyvH3/BUffj3QV/OYnv5Jz3HlHRRrfBNYRCrWZDVbZbfVChhyeFl2288XggecKcwmHTpAsgUAAADQ3cTqUkkZsdrk9io4O5Azuf1wmzMxUnhOoO0yuadEht9UnXtaRPM2Hw/sH9sw7PqawrnBZl2+TdNjGtV84q3b9nXPrX980pMYN90lVq01PVq7jIha80lbU0PFU/qTjddlYgop3rMFAAAAkE4pzOgrIno0ub0UVfqdH/AMilWtzYoHWkhcDr9RMDuUPSGhcOjwG33PDfQ9R6JVWjygmYY4sgxXgd5agnVk2/XiaMWarKyiqJWxcydHajd7Y7WJJkN3oZ49/uve6bqd7mS7WOu2u/PPbB7jG5mxVJJtan8fkkWyBQAAAJBOms9IYbBuapMM5UxoyB4TDe5zhfa5ojWqHlI1n+HsY2SNjCa1xM6XFHEV6K6C9mcJ9gyMq06z2VTDaWFEldrN3vzZQRFRNOm/oL78z7mJvLesusx+F54wZDrZd2JFRA+rDcccngEtj4JWvan8GWVg+igh2QIAAABIL3eBHq1IOmi4E8iTLVIcpn9Mg39Mq2/S2kHRTP/oaN1Otx0HD5S48r+aIsvTPz5wYf2R5dlGm33amsccsLDOXXhCG6Y2DDhWq7WWbBunhk5Ks1rZhGQLAOgeIqb5QSC4M9JQEddzNHV8NH5+TnaiC+oBADIoa1S0fndykU/zmp5BzVfl6eLyZ4Xqi92mDaktWq3pYUXzftnh7BsRHXJNzfH3/eGylucu9g2L9p0XdOaeUBXTSHqAt6WNSaS8g2Oq20x2dLFvZCYeOpBsAQBdXVVcX3K8cml1TdhoMqjsWKUicq7fd++Afqd4bHlkDgBITVZR1JGjJ9VhmHtauLV3O5sydVEyMRtRQhw5euHZgePv+e04uB7SNO/XHaSuAn3wlbVSmRP4wlW9Nx4PqqKII8vwDo75x0RPXqpXRBRVNI+ph5MOtw5fq0O4FU1yTw1Xb2xrlqlmnLl61sj2l8ntOJItAKBL2xQK31R66Fi8heFPpsh7gdDqPQfu7ldwR9+CzNcNANAiRTML5waPvJWTYHlHjt5nWri1T/WwWrfdHdzrilU79IiiOExnruEbHs2Z2JDa4Ng0yj01oofUqo99Kaxt254WjugfbhSMNf2VNQkewtknrofbWaK2hb3y2mrVvOnh+l2eeH1i71ErUnh2MDMPI1j1BwDQdW0KhRftO9hirG2km+bPj1Y8cqwiY7UCALTLPzqaN6OlsHpSXlNd5qBL61VnS9HQlOpPvAeez6v8KCty2GmNkjXjSrRSq/nUW/rHPsfeaeft0wzInxUaeHG9w5/mSZK0dBwwa1TSnaWObL3t12JVlznwkjrl5D+vlv4A82eGUqhDaki2AIAuqiqu31R6qMFM6DH4o8cq36kP2l0lAEDiCmYH+54TlGbB88RfHX5j8JW1LXa9mrocWZ5d+WFWq9nVlLod7rJX+8QS7D+0TdbohuE3Vfe7IOAbEdWyDFFEcZiuPD2R5XZb5MjRNXcaeoFzJjaoruSO02dq+3V2940PvabWmXNi9j7xT0lRpWBOMH9WKKmzdwSjkQEAXdSS45Vt99Y2ZYrcd+TYuf4RTqWTH94DABrlTgl7BsUq12aFSp3N+vRUt5l7Wjjv9HBr0aviA3/gi/anUYhWaoffyBl6TW0LvYgZpDjMnEmRnEkRERHzy5hnhNW6bZ62dzSbR0IREU+/9Iyy1nxG3vRQ5dpE51t05em5pyaUxl2F8aHXV1d/4qvd6mn+6EER37Bo4VkhV2FGx4qTbAEAXVHENF+ork1ql5KG6Lv1wYtybJnJAwCQGne/+KBFtXpQDZY643WaEVMcPsNVqHsHR9t4/TK031X7eTuZsFG0wlG53lc4t8uM3FFEROI12qE3sxMr21z4sLOhQkvLYjl508MNR52BPe0vbKu6zQHfrFO0RB8QqG6zYHYw/4xQuMwZrdTiIVV1ms4c3Tc8lpkFbJsh2QIAuqLVgWDISPq++I/6AMkWALogLcvImZDE0i+Va5OYfVdEard6+kwLO7I6IVA1Z0r9bnf1J94vV/RtsU+2PXpQLX+1T/+L6tPwkqoi/RfUK6uy6ne09aTA4TcGXlLnyk86Syua6Rse9Q3vQA3ThPdsAQBd0e5IKvfy4oYMTVMBALBPtEprOJ5cD5ypK4GS9rsl7aaH1LI/5x5dkf1lrJVUYq3FiClHlmVHjqShJ1LRzP7fCAxY2HJwVRxm3unhoTdWu9M0BLqzZK7PNhqNvvnmmxs3biwrKzMMY+jQoVOnTr3ssss8nuYPD0zTXLFixcqVK62SgwcPnjdv3sUXX6xpXWbtKgCAzY7rqdxfj8a6910ZAHoPU5dohSMeVEXE4TdcBfHGwcmhg0kvVCMikYMuOS3FGZvSQg+pB1/JTWoV37aZunJkefbwxdVpWTXHPzrqL4o2HHeESp16QNOj4sg2PH117/BoyxNTdzcZSrbHjh27++67jx071rhlx44dO3bsWLZs2UMPPTRkyJDG7bqu/+IXv9i4cWPjlj179uzZs2f9+vU/+9nPXK7OfxIDAMiAHDWV23iuxlgkAOjqYtVa1UZfcK/LaPi6Q1N1mVmjonkzQq58XQ+kcgvo3BmSTUMOv5mTxlhriddptds8fdKV2BVx94t3977Z1mQi2eq6/l//9V/Hjh3r16/fLbfcMmnSJFVVd+7c+dxzz5WXlz/88MNLlixpjKyvvvqqFWuvv/76s88+W1XVjz76aOnSpZ9//vkLL7zwne98JwMVBgB0uqHOVO5Q/VyOZ6pq1gdDR2JxERnodJyR5VuQnTXYmcrjfwBAmplSvdFXtcFnnvQ+rBFV6ne5A8XuvBkhI5bSseOdOTd+/U5P5LAt2SqwK33JtkfLRLI9cOBASUmJiPz0pz8dMWKEtXHmzJlDhw7953/+54MHDxYXF0+ePFlEQqHQ3/72NxG55pprrrvuOqvklVdeaZrmCy+8sHz58quuuqpPnz4ZqDMAIPNMkbJY/HAspohM9HpUkWRnAnmvLvhu3QlzY75WW3+votyQl3t3/8J83moBgE5kytGV/rbnMTINqdrgc/dNpVOxc6ePqt7otenIkaMOPaJonp4wYNhWmeiy37t3r4j4/f7GWGsZOHBg4f9n777j3Cjv/IE/zzRJo77a3r22AWNiE8ABm96DMRgCoQQCBPglhEAaEEISAiQcKUcO0ri7EI6SHGmQcJQQjOnVGAdMABvjsr1r1UfS1N8f8q63aHc1WmlX5fP+gxfWzoweza5m5vuU77eycmwDQsiWLVsSiQTDMOvXrx+/5bp16wRBUBTlrbfemocGAwDAPOtRlJv6Bld8tOuQj3advrtz7e7OE3a2W5iMe99Hb/dpH2pUw3hwJHjSzvYPEybScgIAQG4FtthmDmvHmE0flWKpWbBJtrKfU0J56zw1SHbTs8vNfIzZVlRUEEKi0WhqQvLY66FQaGRkZGwDQsj27dsJIcuXL3c6J5R+slqtK1eu3Lx587Zt20455ZR5aDMAQJnTDGOTFH8+KnUrSkjTKln2QKv10y7HIiH303rvGR65Y2A4aUzujY7rE1+ZoXBCBiFwl6Ke0961oa2lKQ8fAQAAZqZGmZFN5gr5mCW2LVj3ZWIwv5GnrizkROtiMR+R7cEHH3zAAQds3779jjvu+MpXvrJkyRJCSHt7+z333KPreltb2+GHH57aMhXotrSkKYfU3Ny8efPmQCCQ9i38fv/49FRjHA7HpCA5JyillFKOQzXgvBhLgo2TnD+pk8yyrDElloDcKtKT/LdA6If9g3smV9AJf79/8NMu520NtftZcpbP77qu3v/xp7+2Tw5l53xbH1a1L3X3PbNfW3E9IGTxJ5SPiyfDMKkjF+OfdOGjdN9fJU5ynqROMsMweLrIk7E/47QneeRdW17XwYpNqrOJzGfll/GMeH7f1+La+1Q8dinO69sVqfk4KQzD3Hrrrb/+9a9feeWV6667ThAESmkymSSErF69+pprruFHE3ukAte0sWjqxeki2yeeeOJXv/rV1NevvPLKq666KlcfZBKs+M03lmVxkvPK4XAsdBNKX9GdZNUwvr5zz697+qbb4B/hyIvR2L37L7m4pmrub/ezrp5pw1qSg1B2qs1S/DlFO7fKl/tD542qmp5fl7+Lp9vtztORYQxOcl5ZrdapJScht9Ke5D278viODE+WnMmJC/fcmHCSobwdnLORyiYXHbeKFE/Iac1TauxkMjnW+yjLciqsJYTouj72/2R0zDZtZOtyucj0kS0AAOTE5dt3zhDWpiR0/dJtO/5veGSO79WVTH5vT+ccD8KZj37v6xuY45sCAIApSowkg/k6OGXI4s8QsTZfx8+EkM/+KN5Bdv+NdDxNBt7K42ksAfMxZhsIBG688cb+/v5FixZdfPHFS5cuZRhm586dDz/88KZNm3bt2vXjH/94/PrbGUzXb+10OhsaGqa+7nA4NE2bU+vTSU0D0PWFTL9WwiilqTNsGAZOcp6kTrKu65jwlidjk+qL6yT/pm/gdwNpVnZMpRPy+W073jt0RZPFkvXb/aSjO2HyO36Iw25lmEFFcbHsIpv1BI/7G7v2EJNn+IVgKKooNqZoKt9mcSXM072PUpqPI0PK2HUDJzl/UitE8HSRJ6mrBEn3CJcI0jyNqHE2svhc3bXYWNjvjb2ZUIadWsooJ+JDJD5uRNizlDSepNtqiubpImusyYoG8xHZ/u53v+vv76+vr//JT34yNjPhkEMOOeigg6677rqOjo7777//xhtvJIR4vd7+/v5oNDr1IJFIhIzLNTXJOeecc84550x9XZKkfAzzut1uSmkwiD6TvBAEITVEr2kaTnKepE5yJBJRlKwKxsFsvF5v6nJcRCc5puu3tGcwgjq69jWiaTft2PXLxrrs3s4g5NGhYbN7xVX1mSWtqf/3er07YpKsm761J3V929BwPlJh5U+qlEDm8nHvE0VRFMVgMFhEnTVFhFLq8+2dJI+TnCepkxyPxyVJWui2lCaHw5F61J96kuUoS4g3t2/H2nTXgUnPYZJmNQphWqfY4ortyVkSihkEPyahXUzlMTH3yvg8vN0CMnvvy3tkaxjG66+/TghZt27dpAn3giCsX7/+F7/4xZtvvqlpGsuyXq+XjAaxk8wc2QIAFBSDkM2R6OuhcHskSnStluNW28UDrdkPb07n/UTyzZg0oGoGIbU8t8pmXWGzZrc69clQZEjNoMd73NH/GorcUVfjZLPphu9W1H7F9PLRbYlkVNcdo8OtAfMLUEd31IorsgUAKGqsQyd0X4W2ubA1Ke5PJDiXZq1W85GOIWu+NVKsXcjJZ5xsSmkAQydDL9oJNdwrEnl4v2KV98hWVdVUn019ff3Un9bV1RFCNE2LRqNutzsV2fb09EzdMvUiIlsAKHCaYfwxGL5rZ3vHlNKpSy3CjdWVZ7qdc78R6wb5Wyj800H/bnlS+mLSzPM3VPvO87gzrwWbsjEaM9sM2TBeisbWuSckR9ANkslbZxHWpvQp6tLRzMyVfJZ3sapsdwQAgCywFsNSpSYHc3DtTfTytadGWHvBTSkXKlXfEZL/jTxUNprmrjr8ssNSrVprF6yKb6HJ+yojnudra2sJIb29vVN/2tfXRwhxOp2p2af7778/IeS9996LxyeMrSuK8s4774xtAABQmAKqdl5H99d7+qeGtYSQj5PylV29F3V0R7Q53Y9jun5ZV89V3X1Tw1pCSKeiXNvTf35Hd9DkkqM9cjazplNt2CwlvtU7cPiOPY0f7Kj94KPl23ed19H9wEhQmn4xG822W3v8faueFxzml8s6GKaWQ8l7AIB55Vg612KzqduGoZHo7vmY9JsF7yppPmcIGxoZfsU+b29X+OYjf0YqHH3qqacSiQnD5YqiPP7446kNUsvNDzvsMKvVqqrqc889N37LV155JZFIcBx3xBFHzEODAQCyENH09e1dL0dnWb71bCR2QUe3nO0iuoRhnNPe/XQ4TT6C8V6Mxs7a0xUzkyVlJKvkG12KelFHz9rdHfePBHfLcioP/qCqvhCJ3dA78Kkdex4NhtPuWJtVLT5KSN244VaBocc7TPeOn+i087SQZrABAJQBz8rEHAdaxy7ciZ5CXU5CSdVxsZpToqxtmk+a65tPopeXhzELaa/5iGwvvvhiURR7enpuuummd955JxaLRaPRrVu3fuc732lvbxcE4bLLLktt6XA4zjrrLELIfffd9/LLL8uyLMvyG2+88etf/5oQcvrpp6emKwMAFKCv9vRtSzdUO9VbUvzm/izr3n27d2CLlFF/8AeJ5Dd7TJS38ZrMQJjyaCi8ITJtmD2gqld19/1gIM2HbRT4plSMaibGX2GzihMHaa/0mb4vXF6BMoAAAPON8kbNSVGai+BDjRZ0cnvnskTLZYHK46Jik8KKOiGEcoZQoblXxhvPC1YdG8ttfDs/aauKwnyE+DU1Ndddd93dd9+9a9euW265ZfyPRFH8yle+0tzcPPbK+eefv3PnzrfffvvOO+8UBIEQIssyIWTFihWXXHLJPLQWACALr8WkJ2cbRx3vwZHgZV73MpM5pf6VSP4hEMp8+7+Gwlf4PJ8SbZls3Cbw78VNJ6JIP7N6Yq6LXw6NVLHclysnh6Dr3a5fDY/MfoMfd7QzXY5JP1xjF9e5nU+G0qQeTGudy7HGnodFUAAAMBuxVa46Pjr0gmOO1XEKP3c4IxielQnPygQhxNDJ+HjeWqta6xX/a3api5/Ut0sZksWZkUewvmYv9tZbb52Ht2loaDj11FMJIQzDJJNJnufb2trWrFlz44037rfffuO3ZBjm6KOP9nq9wWAwEolQSltaWs4999wvfvGLnPmpa4qi5KPehtVqpZROmlwNucKyrMViIYTouo6TnCepk5xMJlHTL1e+1z+4M5lm1et0DEJUwzh1Spw2s9sHhv+V2bDwmIimrXe7MtkyaRhPmQnOZzIlWH0lJq13O30TV7ceZLU+OBKcZWL2uLC2imP/s6leGJ1IbLPZDMNIJpPHO8SnI9FMZlPvZxF+39JoMZtcqwCIorloPB9FTXie53l+UiIMyBVK6dhvGSc5T1InOU8Ph0AIEQQh9bg+w0m2VKvWOiXey+vJ7MddrXWqY6mJe+7Cmrr8hbPrzmVJ10EJS6VmqVIt1ap9sez9ZEJLUiVoOkzl7IbzgLmuYS5MZu998zct2+FwXHrppZlsyTDMaaeddtppp+W7SQAAOZEwjBfNJxZ+JhKbksZ/JrpBZpj3O50XopKsG0IGsdxal6OKY2cv/GOq0aNUw/jJ4PBvmyYkya/k2H+rq/5aT/9Me46+F0PInfU19nT5otws+2Rb82WdPW/EZooHVom2B5rrXVnVKAIAgFwRm5WWS4KRbZbox5Z4D2dopm8qtrpSyAbM2XXnsglDONEd2VQHZCwYpdgLN3gAgLnqlJW4bnpq1KCqBswkbRrS1JFM6s1OFNX1nsyKvtoZ5qaaqtm3y3a88x/h6NSMVp/zur9Z5Zt1X4aQH9RVr3U5p9uggmUfaWm6va66It1q4QqW/be66sdam6qzSlsFAAC5RVnDdVCi/uxQ25dHWMHcDZQyRFxcmkOUnDubVI58VnuVJNzjAQDmaiiz0HGq5yMxO8NYKW0Q+KUWYeaYcfbR1GkMquoiIaM0kp/3ut+Mxf8czHgpr5nx26RhvCUlpqYyvqmmsk3gv9c/NF2ZoiqOvbO+ZoawNkVg6Jd83i94Pa9L0ltSvFdRCSH1PPcp0XakXeQpbZeVbkUJaVoVxy0RhAoU/gEAWGiUNTyrJP9rJkrXOJcleGdpjlKKrfLIm6YzQdgXYXb9XohsAQDmypVVVmFCyJe7+8b+v57nPuN2XVtZMV3E5TRfuDXFVPPuqq8RKPn9jHmqUtmJJV03O37bM82yq/O97lNdjnv9wSdC4W2jy5UpISts1vUu5+U+T9pJyGkJDD3OYT/Ose8hKa4b9wyP/CEY3jVuITRL6Sqb9Us+7+luZ/EtugUAKCGeTyaiH1uSgxlFJZxT9x2Z+zwCBcJarVqq1OSQiQBN8GnWWkS2eyGyBQCYqwaOo+aK16TRq6i/Gh75XSB0d33NOnea8clanhMYKqemPWc8WMpS2mBmCq7A0Lsaao932m/vH9ojp7lZnup03FJbddzO9syPOWaGOdselr2h2ndDtU/S9R5FZQip53nbnFM9bZYSV3T19CmTB9U1w3hTir8pxY8aEX/bXO+bLfhXDeO1mPRMJNouKyOa7mPZRQJ/itN+pF1kURoXAGAOKGvUrQt3P+JWw7NcilmbUXdGeNpSsSWAEt9Rsd7H3Jk/UlQeleMaQkUNkS0AwFxVcOwhoi3DMrMzC2na5V29P1arL59SptVC6ZGi7YWoRIiJOcCH2axZ5Ew60+U83enYJMWfj0rdihJUtSqOXW6znup0pCY21/BcV7q4d2a1/Ow3HZFhllpyU5rv2Ujsss6emXMvvxqTTt7Z/lRbS930bft7OPKDgeFdU3Jf/7c/sJ9FuKW26hSnuRzXAAAwHufUmy8M9f/DKXVMu3bGUq3Wro2U/JpSsVnxHiYFNmc0J9l7aFxsLZoc0fMAkS0AQA5c4HHlJLIlhBiEfLd/aIlFOMYxed3RBV733sg2Yxd63dk1g6V0jV2crvTrCqs1i8j2Eybr987FjqT8xa7eWUoKEUII6VLUSzt7nlzUPDWDtG6Q2waG7hkemeFdLu7o+WqV7zvVlUVYSwgAoFAwVr3+rJDULgTftca7+bGEyZQh1jrFdVDCuX+yTAYnfaslYtDA27PUovccEq9YY7ouQ2lDZAsAkAMXed3/5Q9MHdYzZ3SOsWoY3+obfGVJKz9xputZLtc9tsDWeKZ1ng+wWs73ZFTM1qzTnPanwpG9/8hsavSBVktrZomscuJ7/YPRjMs1vxNPPBAIfnHKOPkPZwxrUwxCfj7kZwm5qaYym4YCAMAosVUWW2VDoUqY0SSGFQ3OoTGWOS73KTaU+I6MWesU/6t2OZBmhrbVRzyrw47FGK2dDFV/AABygKf0vqZ6MW2io8zvyOPiw11J+fFQZNLPGUp+01TnmbooNN1bOBjm3sY6Lj+rQM/2uJr50TA1s3e4unJy3Jg/78QTL0TM9WT/fGhEmzjAuzES+1UqrJ3uNzju9buG/C+Zr2kMAABTUd4QfJqtSRF8atmFtaPsbXLTxYH6s0Pug+Niq2ypUcVW2bMysfhCecU1BsLatBDZAgDkxnKr5ffNDd6pmY2zDS33DYqO0yYIf2hpmFyXdcpbVLDswy2NB+Rt9q9A6R311aY+2TXd/Sfu6rh7yB/R8p7846lw1Owug6q6edxgeGoe8t5/TPc5x71uEHJr/1CZPn8BAEAeUIaIzUrVsbH69eGmC4L168OVx0WdbTpFKuGfmwAAIABJREFU0bppILIFAMiZox3ihraWU3OUT+if8fSV6A8Tbc8ublk/fbma013OjUtaV9tnWaIzR6c6Hd+pqTK1y3vxxL8NDB/y0a7H0wXtOfROPJs1z/8ct1L67Xh8e2L0/GcWsL6fSGY+URwAAAByC+tsAQByqVXgf9/S0CFY/uofeT0U6U0kKCG6YXxsfgnuoKrqBkmbl6ie537bVL+tKvlEOLJJivcrKiGkmuMOF21nuJ3L5ytR09erKio59tu9A8kZEjVNWYUb1PUrOnsv93l+UleTp4b1j5X5ybg8EiFkfHGgjZFxo74ZH2FjJHawzZrp1gAAAJA7iGwBAHLvYLt4qMtJCAmFQoqiPBwIfa2n3+xBWJI+rB2zzGpZNo/ZhtO62Os+1i7+++DwX0ORpG6kCQKn+Qj/4w8GVe2/m+rz0ap9q4vNTJgWxi2T7pAnl8DNRLtiOl80AAAA5AQiWwCAvKvjs8kJXJ/VXvOvSeAbBT5pTAxrMxgs/Wso0ioM5yOlcB3HfUjSz+Weca99S5cCWjaRbUAt8UKLAHNkaDTexcsjrBZnGN7gXJrYorC2vK+9B4BygMgWACDvDrNZBUozqa063pF5XiibK89FY3cO+ie/mtlg6V1D/jV227FTKvfO0VEO8bkMMxWPi8CPGle8t5LL5v5YOTV/GAAQQgjREjTwthh+z6orE68OlNhbZd+RkuDLpjsJAGAMMkgBAOSdk2VOMp9W6iy3Mx+NyS3NMG6ZISfwbLG8QcjVPf3DuR7qPMPlzLTc0ehWy6yW8amkl1iELN53iZDNXgAlLznEdT3sDW6xTQ5rCSEGie0Ruh72BN4ujr48AChYiGwBAObDt2sqTV1wj7KLx+R6JDMfXo7FP5qUQ3h8NJtBdDmoqAfv2HXP8EgOS+a0CPyFHpepXW6qnjApOrsE16e5cpMWG6CUJPq57j+71cjES+DEL7yhE/9r9sBbIgEAyBYiWwCA+bDMIlxfnemCUi/H/qwhX3mDc+uZqTmEzdfvTerGLf1D/6+rVzE5YXsGN9dUtQqZLlT+rMc1KShdbrUcIZobQTrGIWY30gtQwrQE7XvSZahTrgvpLhT+N0WpHV8iAMgSIlsAgHlyfbXvYq971s3cLPtAU31bkcxrnVAdx7QJcez/hSI39Q3OsT1jvBz7vy2NDWmycE0Ono93iHc11E49wm211ZlOaSZEYOittdWmWwlQ6gKbRS2W8dOmQYZfsRvIJwUAWUFkCwAwTyghdzXU/qi+xslOe+09RLT+o615jb04puS9G090yHOpczM5bnxwJLgxklnmpwzsZxE2LG4+yTlpUve+NxUo/XpVxR9aGi3pIthDROsPa6syfK8f19V8YqErMAEUGkOloX+Zq/Asj7BSR3H065UGJcDGdgvhD6zRnUJykJs1OQJAIUNuZACAeXVlheczbuf9I8G/h6MfJpKqYRBCXCxzjF081+Na63Kan8y7YO4YHM75MW8fGJoSi2avmuP+0NL4akz6YzD8XCSaSlVFCVliET7tcnyhwtvEz3QfvNLnFSj9dt/gDNOkBYb+tK7mogxG4wHKjdTFG1NTRs0mtluwL5Lz0R4YY2gk/IE1tNUmj0zI6M7adfeBSfehEmtBjAvFB5EtAMB8q2DZ66p811X5dIMMaapImRlGcQvWsKq9lLvx1TEfJJLbE8kDcjr+eZRdTFX0ietGUNMqOZbPeJrxJRWeQ0TbDwaGXkj3YU9y2r9fU7UMo7UA6cj+bOpgKX48neaXGmZ7H3fK6c6zFmNGNttC71tqT4vYmuYyJQdgAeDaAQCwYBhKarKqm1oIXo1JeVoN93JMym1kO8bGUBtj+oQfZLX8uaWxU1E2hKO7ZTmg6RUsu1jgT3Y6mjJOUgVQhrR4Nn12SqyIZq4UH3mE7f6LW0/M9KvR4kzvY+6a08KOJRg8h2JSrE9UAACwsHqVfHXn9yhqno48F808f6XPu9CtACgmjJDNjFbMg80fXaZ9T7hmDmtTDJ0MbHAK3qDgy3G9cYD8Kb75bwAAUAjis1boyfbpNK4jNSpAKeBd2XyXeTeuAPkS2GJTgplOETcUOvwyanRDMcGYLQAAZKN62nnUxt78w3TyCxmqnZLVKa4bXYoS1DQPyzYLvDXjVbIAsIDEZplQ051cYgtmwOaFodHQu+bKdEudfHKAs9QU4jwagKkQ2QIAQDZWTLsUdkrYaTIO/YR1b5kQg5C/hyMPBkKvxSRZ3/t0LFB6tF28rMJzoRdzgwEKGmvXxWbZVBUfRjCwtjNPpE5el013C0Z3CYhsoVggsgUAgGyssFkbBb47o3q2JgZtnSxzjEMkhPQp6he7et+U4pM2kA3juWjsuWjsvlDkof3azA1AAMD8YkwmWfMeGmesmI2cF8nBbB77s9sLYEFQY9aFUsVMURQuD3lHKaWEkNI+dQuLjk41xEnOH0pL/Ou/sMrkb/ienr5rdu7J7TFvbmm6rbVphxQ/4b0PepOzDN00WoQXVh602GbNbRsKjaqqPG8uPsjTHx6uG3lVeteN4ffIrkdMDBI6GsiB/8+g+UwCU86PcO1P0oG3TO8l1pJPXJ3p6aLjloqU50meB2X1N0xNLj4q8W4YXdeTyWTODysIAiFEljFbJi8YhkmdYV3XcZLzJHWSFUXRkaonPywWS+pyXNon+RKf976+gXdiUq4OuNhqubbaNxiTzvhg+4SwdppB3+6kfOb7215avr+TzaZsZrHQdd1sZJuPex/HcRzH5ePIkGIdnYdfGifZ0EjXs+bKdxmMLiv5ve9brVZVVVW1HKfX6oTL5smf1ZOzdTKO4XmeZVlCSNme5HmQOsmlcZWY1dhVMUMlHtlqmiZJOXvkGuN2uyml0Wg050cGQoggCGORLU5ynqROcjweV/JWuKXMjd3dZzjJ2xLJF6NSt6LEdL2G45ZZLSc67E62yFLWP9BYd9rujt5c1OnxcOxDTfU0Hv9h/9DH8cSEn03fabtNiv+ovfM7NVVzb0AhE0XR1Pb5uHiKoshxXCwWK5OxgnlGKR17hiuNkyy1C3LI3FNprIsJ9MR5d77KzKROsizL+Xg4LHyGxZbFkz8jKplfTxwOR+reV7YneR44HA6GYcrkCRmRLQBAoXshKv2wf/BfickdrgKll3jd19dU+opnBLKe555pa7msq3fLlAWxpiy1Cv/b3LhI4EdU7bf+gKl9/8sfuKbS5yq2TgGA0hZrN5E4aoy0R3AfPKeLSdkydKLLlBGmnc4tNmfTl21rQg84FA1EtgAA80czjDsG/b8Y8qf9qWwYvx0J/i0Uub+5YbW9aFIj1fLc3xc1/ykUvmd4ZPuUcH2MhVKFGPqUgahqjv16deVlXjdPKSHk2Ug0aXK0Kq4bz0VjZ7ud5tsOAPmiBLPpbJJD6KIyRx5hwx9YY7sFNcwaOiGU8C5NXCS7D0oKvgmzaYRKVfBpst9EzynlDMdirAuDooHIFgBg/nyzd+DhQGjmbfyadl571xNtzQcXT2IkhpILPa4LPa49srItkRhQNTtDdUIthAZ1zc0yiwRhpdUqE2NTVHpTiveqqkDpJ2zWw23W/SdWD9o8aR5yZt6KSYhsAQqKnswmRtUTiGwzZWh0+GV7+H2rMT6Zg0GUEBt61xbaanMtS1QdF6P8vr5C3+pY35OuzN/C88kEK5ZsqggoPYhsAQDmyUMjwVnD2pSEYVza2fPa0kUOpsge8hYJ/CJh2lxHVkKPddqPddpnOEJ/Vkt2+7V8LcwDgOywNjMR0WiWOHN7lTEtQfsedyf6pn+SN0j4Q2tikGs4OzwWndoXy85lici2jLpNLdVqxaewVhaKSZE9MwEAFKmorv9ocDjz7XsV9ZdDI/lrT8EymeF/VPGn2wEoMbzXTH/T6Bc/3s2Ht1kMdFXNyNDJwNOumcLaUfIw1/ek09D2XVirT4zZM5hgbKnU6s4IUw6XVigmiGwBAObD30KRYdXcw9r9gaBafgFbbVZFyOt4TEECKCz2tmzWZyaHuMENzo6HvFJWCahKnuxnI9st/X93Sp2ZVgJL9PGBf+4bpKWsUXd62LdGGj9LeQJKXAcmGj4b5BwYP4cig0cBAID5sCFiOkF/QNU2S4kiSiWVE0eItgdGgmb3Wm2faYYzAMw/W70iVKrycDaPmmqY7X3cVXlkzHMo8iQTQoihk8g2a2CLTQlkkzk/uEX0rEwwwmgoS4l3leQ6MBH+0BrbLcgjrC5Tyhq8RxdbZecBCUslBs2hKCGyBQCYDx9nXOl+4l7JcotsT3LaRYaR9MzGCgxCKHEwzAkOc+VeASDvKKk8Otb7mJuYmnoyuuCWGGT4VTtr150HTJtxvUxoEtP/pCuewdzj6ehJKnUIjqUTziRr172rJO8qiRBiaJSyZTdFCEoPZiMDAMwHv8mpyClD5ZcYyc2yX/J5Mt2aEkLINVUV9mJLtQVQDsRmxXeEyRREE1faDz7v0GJl/e3WJKbrj+65hLUp8a6ZZi8jrIXSUNYXCwCAeePKKvTylGXA9rUq3zJLpkvsVtisV/sq8toeAMia91NS1bExkl1mOEIMhY68VcYzMgzS96RTjbBj/8yaGi3HuwmUG8xGBgDIpX5FfTIceaNvsEdW4rpexdAVVstpTmerhe9UFLNHa804wCsldob5fWvjWbs7u2arALTYanmoud7GZPvUDAD55z44LtQo/lftid5Mkx6NF9khVB5LaFnGZeHtlkTfuJM2h0udoeM6CaUPkS0AQG7EdP0ng8P3+YPyxITGL0VivxwaaRVMx6giwxxpL9PBimaef3ZJ69Vdfc9HY9Ntc4bP+5u2Vi6OcosAhc5WpzZ+NiSPsN1/8uiyuRBLTzDyEGepyabSdbELbsnZLYCzI9ExlD5EtgAAOdCjKBd19HyQmDbTSbucWQYpY1+v/GfcTmuW1V1LgY9l/9Ta+GI09uBI8PmoNJZTysEwJzjsX/B5zmhs0DQtjMypAEWCd2u6ks01TYkwlpqcN6fQKSFW9meTCTktS43pSUMARQeRLQDAXEU0/fyOno+mD2tNGH3qszPMt6orc3DAInecw36cw64YxpCqDatqFcdVcSxXxgE/QPEyNJrdSlFDLcevvDyUy6d0WzMiWyh9ZblqAQAgp77TP5ibsHYUJeRXDbV1PDof9+Ipree5FTZrHc8hrAUoUoxgMHw2oW15zqRVYrm81sXbyzFrA5QbRLYAAHOyLSn/ORDK4QEFSn/ZULvO7czhMQEACoFQZXq5LGWIpars6p8RQtichqLRXYhsofRhQADK3UeJ5LPR2M6kHNR0N8ssFviTnI4DrZaFbhcUjT8GQmZHE0SG4SkNpatVu9puu722eoXNmpO2AQAUFMdi2WyGZGu9wljLccyWc+Qynk8Omnjm1+KMtEdIDnJqjKGcwTl0W5Nsa1Bozpb9AuQFIlsoX+/EE7f2D70em5xY9YcDw6tE2621VZ8SbQvSMCguz6WS9xom6jFIuv7X1uYBVXkxJnXKclw3qjlumdVymtN+KP7qAKB0uZYnRjbb9ISJOYPew8o0TZy1XmV4I7ucW1PpMtUVOutscE1iRt4Uwx9ajYlhdeBtG2vXKw6XXMsT5VmBCYoCIlsoUw+NBL/dN6gY6S/xm6X4ut2d11f7bqiuxJI+mFlnKumxyT8Uv6ae63Gd63Hlo0kAAIWJsRhVR0sDzzoy3N6xRBZbMkssX3IoaziWyuEPczSJjBLKzBLWJoe4/idcSiR95KrFmKHnHbFdQs1pEdaSVSowgDxDrwuUo9/6A9f1DkwX1qYYhPz7oP/nQyPz1iooRrJuxPVsbvBppyIDAJQ854EJ98EZDcMKlWr1yZF8t6eQVRwhUTY3MSQn6jPPJU4Osz2PuCeEteneWeoQ+h53GbiDQUFCZAtl55144ub+oQw3/tHA0GtTpisDjBEY6mGzWXhUxWG5EgCUqapjY74jYzNParW3yY2fDTFCWY8Nck6t6vhYTg5la5qp6o+h0f4nXbo8cfbRNHOREr28/3V7TloFkFuIbKHs3No/pM44WjueTsgt/UNlfV+F2exnySbh5P4WZCkDgPLlPSzedFHAsTQ5eUySEmutWrcuXHdGuMzD2hTX8oRvTczsgpepnPvPVJoutNWqhEz0t4a22tQw+meh4GCdLZSXjxLJqSmjZrY1nvinFEdeH5jOp52Ot6QME5zsTTO11CIszioeBgAoGUKFVrs2Yig03stpEqvJhHfqlmqVc5RjJuQZeFfFLZXa0Et2U8HneNZ6RWydably6F/mEvIbGgm9b/GtwaQ2KCwYs4Xy8mw0m1k9GyK5mQsEJelzFW4nm+G1dG+v+xd93vy1BwCgiFDeEFsU57KEZ2XC3iYjrE1LXCQ3fz5Q8+mIY2mS92iUMzIf0GatRs3J0Rk2kEdYJWg6Zo7tQf8sFByM2UJ52Z3MJsXibrlMEzNCJnwse12V79aMF28vt1ou9rrz2iQAgAIn+7nIdkusndcirK5Q1qYLlZq9Lek8IIlJyGlRljj3T46fVDyySRzZJKbN8zSGtRq168K8Z6aMT1mEtVnvBZBXiGyhvIxo2XQG+5HGFmZ0dWXFP6XE4+Hpc3iOVrv1sezvWho5imJSAFCmtCT1v+QIb7eMD8nUGKPGGKmDH3lT9B0luQ5MLFwDi0bF4ZLFpw29ZFej6ecN2RqU6pOiM4e1hBBT5YXHGCo1FEpnK5ALMJ8Q2UJ58WQ6a3QCL4OOSZgJJeS/m+qq+9jfjgSn3YKQNkH4fUtDE48LLwCUKTXM9j7mkgPT3lW1ODP4rCM5wFUdF5172qSSZ1+SFFvl8DZLbKclOchpCUoZwtp1sUlx7JfMsBQwY8mm05+yBuUQ1kJhwQMWlJdFAp/FXm2WbPaCXAlr+uPhyIZIdLesDCtqJc+18PwpTvuZLqe3YGrncJT+qL7mZJfj9v6hfyUmp6B0s+zVld6rfF6RQXYDAChTepL2Pj5TWDsm9J6Vseq+1UhQNDvKGe5PJNyfSBBCDI0SasxcTmmqWQd10xK8OroeoNDMR2R7zTXXdHZ2zrzNzTffvGrVKkLI1q1bb7755uk2++Uvf9nS0pLj9kE5OcXpuH1gOIu98tEYmJVByH3+wL8P+kfGTQj3a9pHieSGSPSHA8PfrKq4ylfBFMzN9QSH/YQl9h1J+W3d6FVUSdMqDH05zx9pF4XCaSUAwELwv2aX/Zl2RwY2i/ZFsrVWzWuTSszkEkqZEXwa59LMVvGxL0IKEig4BTdm29fXt9BNgFK2zGpZJVo3SyYW8BxotRxqQ8mfBSDrxrU9/X8NhafbIKRpt/QPbZIS/91UZy2klav7WYTDvV6WZQkhoVBIUZSFbhEAwAJTQmz4AzOlZQwy8rq9/jOhvLUI9nEflPC/bs98e8oS5zKshYaCMx+R7Te+8Y1kMn156G3btj344INNTU0rVqxIvZKKbNesWXPmmWdO3b6mpiZ/7YQycVttzRl7OjUjo35NSshttVUYbFsQN/QNzBDWjvl7OHJtN/lNUz1+SwBQLAyVSu1CdDevhFg9yTAWXajQ6AriWUqYght0yI3IDsEwuZxT6ua1GMPaUQco7zyfTITftynhTOcxuw6K814k14SCMx+Xz8WLF6d9PR6P33XXXTzP33DDDRaLJfViKrI98MADDzzwwHloG5SGblnpUdWwpldx7GJBmLm46CrR+t3qyh8MZFSj5ZtVvuMcJnoxIVceD0ceDmTaVf9YKHKiM3yBx5XXJgEA5ERkm9X/ujgxny2b6OXD7xOLhzSfSkjdgrUtf+Jd5sufGkTq4p0HpB8dgRyinFF7erj7L25Dnb2X2FqrVh6NJdBQiBayY/Dee+8dGBj40pe+1NraOvZiKrKtr69fsGZB8Yjrxm/9gT+Fwh+NS9gjMPRIu3iVz3vC9BHptVUVOjHuGBieoR+YEvKNKt+NNZU5bTJkRDOM2zMuD5vyo4Ghz7icWMsKAIXM0MjQ847wh9NOyk0Gycd/Ip6D7b6jo2bzABU4NZLN51Gy2guyYKlW688K9z3pnLkIkK1RqV0bzm5BL0C+LVhku2nTpo0bNx5yyCFr164de9EwjFRk29DQsFANg2KxWUpc2dXTq0zOLSHrxguR2AuR2ClOxz2NtW42fUaEr1X5Vom2W/qH3o2nWSiy3Gq5tbYKo7UL5e14Yo9sbm1qr6K+KkkzdGcAACy4oRdnCmvHBN+1EtaoPCo2D02aN5kMBuZqrxKghBlptyUxwKlRhrIG59BtjYrYKrPWPIaUtgal+aKg/3V7ZGK14RTWZngPk9wr47RQihIATLYwka2iKPfeey+l9IorrqDj8r74/X5ZllmWDYVC999//86dO6PRaHNz89KlS8877zyv1zvdAXt7e7u7u6e+7vP5KitzP+ZGKaWU8jwqweQFOxqLznCS/xGOXNreldRnWnuzIRJdu6fr6aWLfFz6v/NjPe4XPO53pPjTocjuZNKvahUcu8ginOpyHiaKpT34x3Hc2H8L0MtSIIu9XorFT/V6ct6Y7Ixd2Qr2JJcASinDMOVwKTYyywswXj5OS+rizPN8Fu0BQkj4Iz78fqYplIJbbM5W3bGodDIDc3ZDjZrey+LK5eNW6srMsmwhXzfUKDP4iiX0oTAptgx/YGV4w7dK9n0qmb9CsryXNJ6eUI6RIx9ziQFWkxjCGLzLsDerjlaV8gYhM506ZrSyXYGf5KKWOsk4vWktzCPXU089NTg4ePLJJzc1NY1/PTVgq2nat771rbEXd+zYsWPHjhdeeOHaa6898sgj0x5ww4YNv/rVr6a+fuWVV1511VU5bfs+brc7T0eGFJZl057kD2LSle3dM4e1KTsSyS909T6/8iB2+sS5x7vdx9fVzqmhRctuL9ARzv6+wWz2KshvZcGe5NLAMEwB/tJzTlVNhzf5Oy0uFxa0Z8PQyZ7XzO3if9XesJKUTMlQVyNJDJjey9dmc7pzXJ7AYrGMpXcpNJEu0v4wUabpAtAVOvS6RWq37H8REfL6RXSTysZJL5lbJl3IJ7k0lMO9LwsLENnGYrG//OUvgiBceOGFk340VvJn6dKlF1100ZIlS2RZ3rZt2wMPPDA0NHT33XcvXry4trZMgxAY89Wdu6Naphn5Xg6GH+gfvKIOWbWLSUTNJuNiOKu9AADmQbidJEbM7SINkGgvcZTK8qyKZWRwi7ldeCdxTo6vSpk0QLY/SLS0CbOMfX0csV6y7QFy0BcJa6aIEkA5WIDI9tFHH41EIuvXr586T9jpdJ5wwgkej+dzn/ucIOztHDr66KNXrlz55S9/ORKJPPjggzfeeOPUYzqdzrRLcx0Oh5ZxCJS51DQAPYMxQ8hCaoYhIcQwjKkn+fVw5PmMU+am3N7RdWl1Zan0eudG6iTrul6Yswqr+bFLk5H5gEUNz+Xj+56dsUn1BXuSSwDLsmmvEqUni8+Yp3sfpbRwvmXFJfARk8Xwa+Aj3VZbIhcQ52Jiq2HiAyZOQu0aXdNz/PEL9rphaGTHH9j0YS2Z/LcTHyK7Hzfazim4T5G6SpBpHuEgJ8rqUsxOky5nOvMd2cqy/I9//IMQcuqpp0796erVq1evXj31dZfLddZZZ/3ud7/bvn172sOec84555xzztTXJUkKBLJZsDczt9tNKQ0Ggzk/MhBCBEFIzXbTNG3qSf5Dv+l5qu2J5Eu9fStt6NvcJ3WSI5GIophL1DQ/2vatLjLxDLSY0nx837Pj9XpTl+OCPcklwOv1apoWDs9e9LgEmM0ZkY/vgiiKoigGg0F01mQhMugkxPTkzHC/bAuYX5xaqCqO5nv/6s6wqq1QqQpLQ4FALv/YKKU+ny8ej0tSwRWtCW21JfwmVq/436e25RFrTWGtxHY4HFarlRBSmCe5NDgcDovFUjgPPHll9t4335Htq6++Go1GDzjggMZGc/NL2traCCF+vz8ajTocjvy0DorAFilNKuMM9oojsi0cAVXbGI3tSspDmuZh2WaeO9FhbxT25UL4tMv57b5Bs48zp7lwZQCAAmUks6leYyglVfPG1qD4jokOv+SYmnd3ElbU68+MlFVpmdC/THZ8GCT8vtVaUzodHwBzN9+RbWrA9uSTTza7Yyq/KMuyNluOEwlAcRkwn0mFENKf1V6Qc92y8pMh/yPBsDplzOc4h/3mmsoVNishpJ7nznI7/xaKZH7kU5yOJRZz+S0AAOYNK2YzM5O1ldp8Ts/KBGs1Bjc6ZijnY6lWa9eFOWepffYZKBFG9pt+JpfacdcDmGBe+wLb29u3b9/O8/xRRx019aeapn35y1++5JJLNm/ePPWnHR0dhJDm5maz862hxHDTZznO+V6QWy9EpeN2dfwxEJoa1hJCXozGTtnd+Yshf+qf36utcrGZXqBEhrm1tipnDQUAyDWhIptFcdntVeCc+ydbLg24DkowwuR7Ae/Vqk+MNp4f5MsprCWEqKFsHm7VGGNoeLwB2Gdex2zfeOMNQsj++++fdtyVZdlly5Zt3LjxT3/60yc/+cnxRSDj8fhjjz1GCDnssMPmrbVQmOo4bldSNrtXPap+LbTnorGLOnq0GZfnaYbxw4FhndCvV1U08/xvmuov7uhJGwaPx1L668a6pRiwBYACZm+T/W+IpvdabPp+VxQ4h159YrTquFiij1PCjCEzrF0XfGpJRvKZ0BJZBagG0RKUs5fRnG2Amc3rmO0777xDCFm+fPl0G6xbt47n+R07dtx22207duxIJpOhUGjz5s3XX3/98PBwXV3deeedN4/thUK0xm76yYAQssaOSewLqVtWvtjVO3NYO+ZHA0MvRWOEkBMd9j+1NHi5mXqyXSzz++aGdVhhCwCFTahUbY3mksnZF8ucs5QjPcoatkbFdWDSfXDcsTRZtmEtIYS1ZRWdUsJaEdYC7DN/Y7bRaPSjjz4ihCxbtmy6bdra2r7+9a/feefzYj3iAAAgAElEQVSdW7du3bp16/gfNTc3X3/99Sj6DGe6HHcODpuapfQJq6VNwIDeQvrxkD+sZfpL0wm5uW/whSWtLKXHOOxvLF1058DwH4Lh2MT6ATaGnudx31Dtq+EWoHoZAIBZlUfHuv/sMTIL3yhn+NbE8twiKBSCRyOUzJpYaxLOqZVVki2AWc3fE+HWrVsNw6CUHnDAATNsdvTRRy9evPiRRx7ZsWPH4OCgKIqtra0rVqw488wzOTy/AiH7Wy1ne1yPBk3U+bipBiswF4BukHfjiZ1ysktWHwlk9vsaLV67LSm/FpOOcdgJIT6W/VF9za111a/FpF1JZVhVfRy7SBCOdohWLJ8GgOJhqVarjo8ObsxgjgklNadEy3kMs6zIfnbw+dnzRU9lbyvNyeoAWZu/WPHII498/PHHM9myvr7+q1/9ar7bA8XrB7VVb8SkXiWjdMcXeN0nO00UiIO5k3T9v/yB//EHTSeyHheoPhOJpSLbFAulJzjsJ2DSMQAUM9fyBMMbA8/OlBmYEUjNyRH7kuR8NgwWitTB9//dpcumO2opQ9wHZVMHEaCEYRQUik81x/2+pfH89q4hNV1/trEvQDrBYf9Zfc18tg3eTyQv6ezpks0tJ5vqYxld0QBQghz7JYUqdeR1e3SXMGmYjjLEdxBpOolEdTmzvARlRFdo9GMhtkdQg5wqUdZm8C5NbJUpa8S7heQwq0kMazU4hya2Ko79kpy9CLIrJ4e4vqdchpLN/CPXgQnBh1F9gAkQ2UJR+oTVsqGt5Ss9/a/HpMk/o4QQIjD0ap/329WVLCaszqN/Somz27uk1IJYgxBqTBiHNWMoszF5AICiI3i12tPDWpyR2gU5yOhxhhV1was3ftLBiYQQEvUvdBMLTPgDq/91UZP25T3VJCL72dieCUk0NInII6zUKfhfFz0HJyqOkAp5Gaqhk4FnnNmFtYQQyhfuRwNYKIhsoVg1Cvz/LWraGIn9MRh6PhqLjCYoahX401yOK33eZlT6mV9+Tbuks0cay/NESbqwNtNY143K1QBQ0lib7ly2bzYppZQTseJiMkMnQ885wh9aze2l0sDbtngPX3dGmLUV6OBt5COL7M/+Thd6z+o5NF4UQ9MA8waRLRS3k5z2k5x2QkhQ0yKaXs1zFgzSLpA7B/0ZLKzN9LfTIqBjAgCg3A2/bN8X1pqcBpTo4/qfcNWfEyrMkdvoR+bC9UkMjcZ2Wtwr47lqD0AJmNd6tgD542HZJoFHWLtQQpr2UCCYwwOe5MTYBQBAWZP2CKGt48rRm7/Dx/u4wCYxh03KFUMn8e65duBKnegCBpgAkS0A5MDGSEzWc9YpXsNxJzmQ0RoAoIwZxP96Dm4EgXesWqzgHnc1icmwsvEM1EjBfS6AhYXZyAAz2SMrT4UjHySSA6pqo0wDzx1jF09w2kUGt5MJPkjmskDFIoG/oqtHNkgNx620WU5zOZt4XKwAAMpIcohLDucg4YKh0ujHFvfBhTVrN+vEUePpuTgIQCnBwyJAeu2yclv/4FPh6KSByPtHghUc+40q35UVHg6Tn0cNpq3AlK03pX2PIH8Okpv7Bs/xuL5bU9mArGAAAOUh1pGzC36sgy+0yJbNReYnpI8CmATjTgBpvBCVTtzV/uSUsDZlRNVu7hu8sKMnqKGU3F62fAb5OiF/CYZP3NnxRqywHk0AACBPtEjOMuSruTtUrjCCwbvn+gghVKE8HsAEiGwBJtskxS/u7A5rs3SFvhiNXdzRk8PFpUWtIVezhac/nX5NO7+j6714YtotAACgVOhyzjpMc3ioHLIvlud4BMecjwBQYhDZAkwQ1vQvdGYar26S4ncMDue7SUXhuKwSPjXy/BGibbEg7HtpxsePuG5c1tmTMNCbAABQ4lgxZ1NtudwdKofcB8fnUo7IWqvaGpQctgegBCCyBZjgl8P+ITNLRu/1B7oUTAciK23WpRZh9u3G8bDsy0taf1pf066YuDd3Keq9wwGTrQMAgCJjqczZeh/BV4i3ad6pV3wqyyU2lCWVx0azKIMEUNqQQQpgH90g/xsImdpFNoxb+gb3twrDquZm2SaeO9FhbxTKLtERJeS7NZWXdfZmvsvXqiqcLPO/gyHN5Bjs7wLBa6sqTDYQAACKibhIpgwxcjHaOvd5v3niXSUlhtjYTou53SipPiFqrS3EcB1gYSGyBdjn3XjC1IBtyhPhyBPhCa8c67DfXFO50mbNWcuKweku5+e87ocz6xo4xiFe5fMSQp6NxAghxJhlHvJ4e2RlZ1JeYnKIGAAAighr0x37JyLb5nonFSo0sbVAI1tCSe1pEf+revBd2wxpJsZjBKP65IhjSaF+IoAFhdnIAPu0K7m5VbwUjZ26u/MXQ/6cHK2I/HtdzRkux6ybHS7a7muq5yjVDdKVmopsckrVHhmLiwAASpxvjcRa55ZYgZLKY2O0gJ92KUMqj4k1nhcUW5SZ28lYDPeKRMulAYS1ANPBmC3APoGsi7JOGXLUDOOHA8OyQa6v9s29YcVCYOh9zQ3/OTzysyF/2uTSFkq/WOn9dlWlwFBCSETXlKzSQQU0zMICAChxnEOvOS3c97jbyPbmXLE6JjYXQRxorVXrzwppcZro59UIYxiEd+iMYKgSo0kMY9F5l26tU2jBVS8CKCyIbAH28XHZfiOmGXL86eDwIaL1hKzyBhcpSsjVlRUXeN1/CYY3RKI7krJf1bws2yJwpzid57qd4xchu1hWYGgWlZMqs/5NAQBA8RCblfqzQ31POvWEuYFXypLKY6LuFcVUKI61GfZFRRCHAxQsPB0C7LM410s3DUK+3z907GKRpeWVwbCCZb/k837J5515M0pImyBsTyTNHn9CoSAAAChdtgal9dKgf5Mt8oFVVybcTCk1CEMMbeKLDLG3yRWrY0JFzrIrA0BRQGQLsM9BVksDz/eYKUIzrdH5yR8lki/H4sc7xBwcsxSd6nSYjWyXWS0t5Zd9GgCgbDFWverYWOVRUrybVwKsKlHWZvAuzdasUNZI9PKyn1NjlLUYnEu3NclzXZ0LAMUJkS3APpSQyyo8/zYwlNHWM6fzHfejf0SiiGync7HX/Z/+EVMTki/1uvPXHgAAKEyUNcQWmbRMft3WqNgakVYQAJAbGWCiL/m8TXxmPT4Zzy/eYX62bfloFfjLvZ7Mt9/farmkwsT2AAAAAFAOENkCTGBj6EMtjSKTi6/G6DDksIalPjO5uabqcNE27oVpx289LPtgUz1fZouWAQAAAGBWiGwBJjvIanm0tbF67tl3R+MvV07i5NIlMPSPrY2f3lcIN33gWs9zj7Q25jzLFwAAAACUADxwA6RxmGh7cUnrpRUeLhfDg61I5DsbB8M80FT/s/qamnQdCgKlV/m8Ly5uXWmzzn/bAAAAAKDwIYMU7CXrxm5ZHlRVgWHqOA65Z6s49s76mu/UVG6IxN6Lx4dUzcowLoa51x8wm3LxRGfhpo/qlpVeVY3rejXHtVkEy8JN9GUpvaTCc6HX/XpMejUm9amaohuVHPtJm/Ukp93Doj49AAAAAEwLkS2QbYnkz4dHno1Ew5o+9mITz53tcX/F563gyjqiqGDZCzyuCzyusVc+luUXIrHMj+Bj2VOcjtm3m18RTb+7vet3/QM7x2W3EhnmBId4baXvEHHBhkZ5So912I912BeqAQAAAABQjDAbuayphvH9/sHjdrY/GgyPD2sJIV2K+osh/6qPd/8tFFmo5hWmm2uq2PEDm7MN4N5Q7XMU2Drb56Oxgz/46Jb2zp0TkzZLuv5kOPrp3R1f6+lPGigGCAAAAABFgxol/fyqKArPl/us2umohnH2+9uf9I+k//FosVZKyE8Xt17f1DCfbStwd3X3fnPnnsmvpitv+5kq3yPLDyioTL4P9g9e8dFObbYv/hq389kVB4lsYcXkAOVJVVVu7jntAAAASlqJR7bJZFLX9dm3M8lisaQOnvMjz6frO7ru6R/KZEuGkD/tt/h0rzvfTUphWVYQBEKIrusFe5J/3NP3w+6+mb886ys897W1FlRw+Hokunb7x7Ke0bf+XJ/3oSWL8t2kUmW1WimlJG9XISCEWK1WXddlWV7ohuSdrut2u7kp+vF4POfN4Hme47h8HBlSbLa99c9wkvPHZrOpqqooykI3pDSlrhKEEJzk/CmrS/HYVTFDJd4HrGmaJEk5PyzHcZTSWMzEYstCszWe+M/MwlpCiE7I1/Z0HMG3WeclvZAgCGORbcGe5Gs9roNY9vsDQ9sTaWJvH8veUO273Oc1EvHC+QCaYVy7qz3DsJYQ8og/8Fmn/YS5LXntkJV/RKLtsjKoqD6ObRb4kx32/a2WuRyzKAiCwLIsISSRSODunieCIGiaVrBXidwyG9nm47SIoshxnCRJpd0nvlAopWPPcDjJeZI6ybIs5+PhEAghDocjFdniJOePw+FgWbZM7n2IbCEj/zE0ktE9c3SGba+iPjwSvNznzW+zisrxTvuLDvHlqLQhGvsomRxWNRfDtAjCiU7xFKej0NbWEkKejsS2Jc2Nbt056M86sv0wkbytf+j56OQr721k6FOi7dbaqlWiuasVAAAAAMB0ENmWI0nXn49EM9p03BjtU5EoIttJWEqPd9qPdxZHIt8nzCcDe1uK9ytqLW/6QvFoMDxDGqq3pPjpuzuvr/Z9q7rS7JEBAAAAAKZCZFuOPkjICfPTnN6WEvloTOHrkpXno7FuRQ3rehXLHmC1HO8Q7YU3JDurLeaXZBiEbInHT+edpvZ6OBD6Wk//rEf+90G/QJmvV1WYbRUAAAAAwCSIbMtRv6pmsZek62FNdxVSPqR82yLFbx8YfjU2eaGIhdLPV3iuq/JVFlWx334lm9+72b0+TCRv6BvIcOMfDQwdJlqPsovm2wUAAAAAsE8ZRSkwhp21But0OxZU+Zo8+40/sHZ359SwlhCSNIzf+gNHfrzntXQ/LVhsVgnAzO51W/9Q5kmqdEJu6R/KeHMAAAAAgPQQ2ZajWi6bGr9uli3GKbjZuX1g+Lt9gzOXahnRtPPau9+Siibrep355bKEkHoze7XLytSUUTN7L57YEi/Tie4AAAAAkCvlEqjAeAdZLVlMKl5tL5dMtk+FIz8f8meypWwYl3b2jGhavpuUE2vM5yLmKF1lJt/6hgwzk+ViLwAAAACAMYhsy5HA0LVOh9m91rvMpREqUrJu3JJxpV9CyLCq/cdgRmHwglvvNv0bPNYues2sJd4lZ1O4dadsrhYRAAAAAMAkiGzL1HXVlQJjYv3kAVbL2ebjomK0IRLtMBmePRQIZpFrev4d67BnOvBuEEIIJeTGGnNVefxZJScbziq1FQAAAADAGES2ZapV4G+aoZToxDDNQund9TXZ5R8qOs+YXCZKCInrxkvm91oQP6uvzWgiOiWEkKsrKz5ps5o6vpfNJll0BYck7QAAAAAwJ4hsy9c1lRVX+rzpfzYuhhUovaep7lDzSzSL1MfJWWfGphme3ZEojvm0Sy3CfU31mWQCO9vtvNnkgC0hpFXIJjlZdnsBAAAAAIxBZFvWflRX/dP6mhkG8RZbhMcWNZ1ZHitsU4ZmnxmbZuz6g2QyH43Jh+Mc9qcXtyyffjDWxtDv1VT+d1N9FqP0J5tfv00IOcVpz2IvAAAAAIAxmARY7r5Q4Vnvdt7rDzwVimwbHa7kKV1tt53tdp3vcfHlMQl5jItliPksSI+Fwsc67Bd6XHloUe4tswivHrD0qUTyod6+F8NReXSR8BKLsNblvLLCk119IELIfhbhcNG2yUwlpKUW4YiymREAAAAAAHmCyBZIBcveWF15Y3Vl0jAGFZWntIpjy2RV7VQtgvB+wvQArGaQr3f3uRm6tkjGtxlKLqqpWmcVkrIyrKlJg1RxrDUXv/RbaqvO2NOlzZpSy9g7+P39mqqy/WMDAAAAgFzBbGTYx0Jpk8DX8lw5RxonZjszVifkmp7+YbU4atuOYSip5rgmnstJWEsIWSXavpfJAt3RJFWfdmUzgRkAAAAAYDxEtgATrHM69i48zryOz+iWEU3/j6HhfLSquFxTWfHdmqpZLy5XV1Z833ySKgAAAACAqRDZAkzg5divVlYQkjZR1DTGbfloKKIWQ23bfPt6VcWji5pWTJOnaqlF+H1Lw221mIcMAAAAALmBdbYAk11TWfFaTHohKu39t2Eiyh1RtXfjicOQEomQo+zis20tW+KJDZHox0l5RFM9LNsmCCc57atFG2JaAAAAAMghRLYAk7GU3tfUcGVX7/PRGCFmBm8JIYR0Keph+WhWEWIoWSVaV4nTVhgCAAAAAMgJRLYAaThZ5sHm+qYPP85i34hWNEmk4rqxIRx5O54YUDSGklqOXWO3HynaBAYDqgBQBGQ/G2sX1DCrJSgr6rxHsy+SeZe+0O2aEzlMQu9ZkyOMJjGs1eCcmn2RIvhmrbUOAFDuENkCpGdlGC/HBsznOq7miuBrFdeNn3d0/bSjO6pPeAS8e2ikgmW/We27vMKTYSljg5BhVdOJUcVyiIgBYH4k+vjhV8REHz/p9eEXib1N9h0ZEyqKppNxTMJPOp8lIx8SYkzI0u9/jVhq1MqjYrZG8/XWAQDKRhE8ggMslAMswhtq3Oxey6yWfDQmh3oV9ZLdnVul9B9tRNO+1zf4f6Hwg82NVRw73UFkw3g4EHo8HHkzFlcMgxDCUXqIzXqG23mJ1y0yyE4HAPkSetc29LJ9ugz2sd2C1MFXnRh1LTNdnHwBSXuE3f8g2jRNTg5wPX91ew+N+9bEzK6RAQAoE3j6BJjWaU6n2V2WWYQWYfIYQkEZUrXT94yGtdNncd4sJc5p75o0ojvm5WjsiB27b+gdeCUqKaO5oFXDeEuK39w3uGrHnifD0dw3HQCAkJFN4tBL04a1KYZGB591Rj4q9H7GMdFdQs/jzunC2r0MEnjb5n8ty6LrAAAlD5EtwLQu8Lg87LSDlmldXeXLU2Ny5Ytdvd3y6Hy29B3/ex8YtyWS1/cOTP3xw4HQ+R09Xcq0i74GVfXyzp6fD/nn2lYAgImkTmFkk5jRpgYZ3OiQR8xdwxeEGmYHn3FmWEQ9sMUW3SXkuUVFxtCIUXxzzwEg9zAbGWBaXo69sdp3U98gIRnV/jlUtH3WbXqYdz49HY6+GpNm22rf5/xrMPz/KjyHjiti9EIkdl3vwKw1ew1C/m1guJHnz/G4sm8uAMA4hk78r8wyWjthe5WOvG6vXRfOZ6NywP+GqCsmZhj7X7HbW2VaBDF7Hhk6ie6wxHZa4r2cFmcIIayoW+sV51LZviRJMXADUJbw1QeYyZU+7wVeNyGzh7V1PHd/U32Bl2n9n5Ggqe0NQu4PhMb+mTCMb2QQ1o7te2Pf4Ij5FFwAAGklevjksLl4LrpbUKMF/aijxWl0h7lZ00qIjXeW9bBtvIfv+r134BlndJeQCmsJIZrExHZa+p92dj3snZpaDADKQUFf7gEKwd31NV+dbY7xgVbLU20tdXxBT4KI6frr0uiAbcaDHs9GomPbPjQS7FFMZOYMado9/kDm2wMAzCDWbj6cM0hsT0EHgVKHYJivUlTgHyqvwh9aev/mlgPTJzj0sz2PuopolTUA5AoiW4BZsJTeXFP5ZFvzEaJt6oBsNcfdXlf9bFtLU2GHtYSQTkWV9dEoNeOh5RFVGxmt0PtYKGLi/YzULoU+DxAAioUyfTCT873mzQwRWs73KgFSBz/0nHPWVbWpFGLxbozcApSX+XgWv+aaazo7O2fe5uabb161alXq/w3DeOaZZzZu3Njd3a3rekNDwwknnLB27VrWZC4fgBw6XLQ90dbcoyivRKVuRZUNvZrnV1qth9qsxVLE1a9Om/NpZsOK6mPZpGFsmaZQUHqUEEI6ZKVbVhoLO180ABSFsXmn87DXvNFL8UPliaHQgWedGQ5xGxoZ3OBsvjRA2YwnKQFAkSu4USZN0+64447NmzePvbJr165du3a9+eabt9xyiyCU7/QbKAQNPL932W0RMpvneYyXYwkhA6pqfsYcIYT0qSoiWwCYO8aSzUWIsWZ36Zon2TUvu1NR7IJbrVrMREivRJjQe1bPJ03XpQeAIjUfke03vvGNZDJ9jbZt27Y9+OCDTU1NK1asSL3y5z//ORXWfu5znzvmmGMYhnnttdcefPDBf/3rXw899NCVV145Dw0GKElNPMdSqmWW/2mMk2UqWY4QkmHiqKlUdJcDQC4IHl3qyGavPLQlZ/ismsd7yjE5XxZLZ6M7LIhsAcrHfES2ixcvTvt6PB6/6667eJ6/4YYbLBYLIUSSpL/97W+EkPPOO++CCy5IbXbOOecYhvHQQw89/fTT5557rsfjmYc2A5QeN8t+SrS+ETN3jz/BYU9Nt67hsrxc1Bb8CmQAKAriIjm41Wp6r1Y5H43JFXuLTKiJrH4pjkUmkvmVBi1O5WHTd5PEAKfLlBHQwwpQFhZynca99947MDBw+eWXt7a2pl7ZsmVLIpFgGGb9+vXjt1y3bp0gCIqivPXWWwvQUIBS8Xmv6Y6hz4/OvrYzzAFW0/3llRzbjMgWAHLB1ihzLnNjlbYmhXcX9PAma9fti8zF3pxDL/BwPR+0WFYLagxS4GWfACCHFuzbvmnTpo0bNx5yyCFr164de3H79u2EkOXLlzudzvEbW63WlStXEkK2bds2z+0EKCXnuF0rbCZGPE502I912Mf+uc7lMPuOa13OAq/xCwDFgrKk8ihp9u3GtmdI5VGx/LUnV3xrYtRM1OZbLVGu7AYh9SxzIBJDwz0IoFwszFiKoij33nsvpfSKK66g4556R0ZGCCEtLS1Td2lubt68eXMgkL42Znt7+86dO6e+3tDQ0NjYmKNW78MwDCEkNYMaco4bnfVKKcVJzrnfL249bvvHI+rsgxhNAv+bthbLuBHXr9TV/MYfCGuZrgoTGHpdfa3F8v/bu/P4KOr78eOf2Su7m03CJoGEJCSBAAEih4LcYAWFcqOcAgVrsTVqLfWh1puiFL9t0arFA1vrUW3xqgWqiMhPBBQ1sYhBQ0MC5JIQkpCQZLPZ8/fH1G1MNiEJmd1M9vX8a/OZz8x+9s0ws+/9fObzCcWJ33xXNr1eL18x0OUkSdJoNKFwlfB4OvwophJhkVcoCO5UjmGXCMdpZ9Vh/5PSeb+/oln8lY2R/bRCdPeFFcISRN+r7N/ubtfPjr0uccZe6hWi55/2zWiiO3khNVt1urDvnQNarTYUrhtB4VvHRKfTEWSFyEEmvH4FJ7N95513ysvLr7766n79+jUtlxPXZh22Mrmwtcx23759W7ZsaVm+du3am266qQta7I/fdqILabVagtzlhkeIvaOM83Nyi1uZ1002LNy8/ZKhA77fwRshxO/T+v8sr6Cd73V/Sr8RsTGdb2uPYDabg92Enkyj0YTCVcLV8SW7lAtL0ANuWShO6cUZfw8n+dJaSSP6XS0SJoepJQOMmCwMOlG4S7S9pE2fy0T/+XpJG5KzzVuE3iKcdR3byRAlrHGWZku4h4WFkRUozWAwsKCJooJ+Ke6egtCTUF9f/8YbbxgMhuuuu67ZJrnP1u8/VWRkpGg9swXQfqMs4dmjR/40IV7nb5ywUaO5s1/ioUtHDPQ3bvmnCfHrkhLa8y4r43rfn9LvwvUAoCMkjeg/TwxaJozR/iuEJ4qhPxYJkwPbrIsWP14MWyssrVw1w3qJgUvEgGtEh8Yt9yiSsA5pb13fWO3ooUIwGBkIGUHos33rrbdqa2sXLFgQGxvb0X1b+906JiZm6NChLcujo6M78VP3BcnDANzubj0phXpJkiRH2Ov1EmSFxGg1Wwen3ZuUsKOy6rPaupJGh1YSSWFhkyMj5kb36q3XC+Ft7f/O71P7JRv0954qtrcyQlIvSXf3S3ggOcmtwP8+tdBqtfKAZLfb7e3sgkloW+hcit1ut66Dk5Mrce/TaDQajUaJI3dC1BAROUjUFko1x6XGc5LLJvThwtjbGzXYa0n0Ckl0j2Z2TEQ/3SU3irpSUZnrsZ+VnHVCZxKGXt6oQd7I/l5Jq8oP1YXiJkhnD2u97fgfLyezGp3oPa75CavT6TweTydG+KM95KuEEIIgK6dbXYqV1tF7X6AzW4fD8d577wkhZs6c2XKr1WotKyurq/Mz1qS2tlYIER3t/xfaefPmzZs3r2W5zWarrq6+qBb7ExUVJUmSEkeGEMJgMMhd9G63myArRA5yL6fjOlPYdabvD8qqr79g0H9kNl45MPXxiqp/1dRWNskrorTaH0Za1sVGDwwz1IT2v53VapXzrrq6Oqcz5NbnCAyr1ep2u8+fPx/shgRCRwdPKnHxNJvNZrO5pqamG/1YEy0ixommA71cQlTXBK05F0OSpJiYGCEJS5JoNJ0LbxJkrxA1tUFsWrehEb0uM5/Lau8jHtbLbQ3C1tDkv4IcZLvdbrN1YCoytJ/FYjEajUIIgqwci8USFhYWIt+QO9oPGujM9uDBg3V1dUOGDPE7sZPVahXfJbHNtJ3ZAgiwJIN+c0Lcb/v2Od7oOO1yu73eRIN+oEGvZyZkAIAyYibYnFW6uoILP8BpGdxovZzMCggtgc5s5Q7bq6++2u9WObMtLS1tuUkuJLMFuhWtJA0xhrX70ScAAC6CJOJmn9cdDK/+0iRaGzogCevohugJ9TxhC4SagM4gderUqWPHjun1+smT/U/skJ6eLoT46quvGhoampY7nc7Dhw/7KgAAACAESRoRO7W+37Lq8AEOSfu97FbSei1pjn7XVcdMqpdYbQ0IPQHtsz106JAQIj093WQy+a0wZswYo9Fot9v37t07d+5cX/mBAwfsdrtOpxs/fnyA2goAAIBuKSzO1XfeeY9DaizXueo0QgidxRMW59Lou81D4AACLqC/aMn9rhkZGa1VsFgsCxcuFEI8//zz+/fvdzgcDofj0KFDTz31lI6uhfMAACAASURBVBBizpw58nBlAAAAhDiNwWtKckYMaYwY0mhKcvrSWq9btDpWGUDPFbg+27q6uv/85z9CCL/L8/gsW7YsPz8/Ozt78+bN8hLPDodDCDFixIjVq1cHpqkAAABQEa9bqj0WVnfc0FiuczdoJI3QhntMSc6IQY3m/o5gtw5AIAQusz1y5IjX65UkaciQtqab0Wq1999//+7du/fs2VNSUiKESEtLmzZt2uzZs+UlNAAAAACf+hOGio8szvP/G4ro9QhXraY2N6w2N8zU19V7eq0hpuevfQ2EuMBltpMmTdqxY0d7amo0mlmzZs2aNUvpJgEAAEDVqr8wVXwc3sbw44bTupLXe8XPOR+e4gpguwAEGjPHAQAAQJVqj4W1ndbKPA6p7J3IxgpG/wE9WaDXs1WpMqfriN1e5nSFaTTxOu10iyVCR+gAAACCxm3TnP1/lnZOFuVxSGfetyQMVrhNAIKH9OwC9tTW/+FsZbatoell01j07azoXrf3ihxiDAtaywAAAEJYVZbJ45TaX7+xXFf1jTD2V65FAIKJ0citqvd4ri/6dkVhSdb301ohhN3jebui6gcFhX84W8Ws8gAAAIHmFXV5He5gqPhKiaYA6Bbos/XP5vEsPFn8ZYO9jTpur3fTmbOnnc7fJcQFrGEAAABorNS6bR3uoTl/Qom2AOgW6LP17xelZd9La1vvmX2hqvrFquoANAkAAAAyd31npoNy2YXH0YEBzABUhMzWjwN1tn/W1H6vqM1r4G/OVJxzsUgaAABAgHicnd2RpX+AHorM1o8/VlZ1qH612/3SObptAQAAAkQX7unEXpJW6EzMkQL0TGS2zZ13ew7W2Tq6167aOiUaAwAAgJYMMW5J2+EcNbzvBQbiAVAvZpBq7lhjo9Pb4QvlUXujl0tlN/ONvfG92rqCRudZt8uq0SYb9FdFhF9uMmn4dwIAQOU0Bq8p2Wk7aejQXtFDFWoOgOAjs22uvFNPzDo83nNud7S2M5MZoMsdbrCvLys/VN/QrPzxs5XpxrAH42JnRFiC0jAAANBVoi9v6FBmqzV6+1wuORiMDPRQjEZuzih1skfPJBHMbuHFquo5J4paprWy/9gbVxaWPlhW7u54zzwAAOg+jH2dkcMafX9e8L4eM7leZ1K0RQCCiWSsuUSDvhN7Reu0DHLtDl45V3Pnt2cuOJ78mYpzD5SVB6ZJAABAIb2vrDP2/e8syW1/D4sa1RB1SWObVQCoG5ltc+kGQ5yuw4O0p4ablWgMOiS30fGr02faqtEk4f1TZfXO88z7BQCAikk6b+K15yPS20pZJa2ImVzf+4r6gLUKQFCQ2TankcQ1UREd3WtRVKQSjUGHPFRW7vC02Vv7/Z9zL1wfAAB0b5LOG/fD2oRra0xJzmZPhkl6b0R6Y/LKc9bR/p9RAtCTMIOUH7/oHfNqdU2tu73rpF1uNs2MZEaiICtxOPfWduzn2FMO5wGbbbolXKEmAQCAwDD3c5r71XjsGnu5zlUnSRqhi/AY41ySjp+wgVBBn60fsTrtYwnx7XxqtpdW+8fE9laGcj6oq+/Evev9DibDAACg29IYPeZkR+SwxoghjaZEJ2ktEFLIbP1bGBWxsW8f7YXmSbbqtC8nJ6aFdWwtNSjhpMPZqb0cXd4SAAAAAAFGZtuqn8ZY/56SlNr6VMmTw827B6RMCGf++G6hyuXqxF6VnVq+GAAAAEC3wnO2bbnSYv54YP+3a86/W1v/74aGCpdbK0RfvW66tdfS3jGXXXjhNAROdMdntBZCxOi0Xd4SAAAAAAFGZnsBBo20zBq1zBolhPB+N7duVFSUJEnV1dXBbRuaGtCphYjTDIwkBwAAAFSPzLYDevY0UXmNjuONjZUut0WrSdHrR5mMF3zMuFuZGWG5U5zpaDf6DCZGBgAAANSPzDbUOb3el6uqn6usPvH9uZSitdpl1sh1vWOiteoYrxuv182IsOyurWv/LgMMhskWs3JNAgAAABAYzCAV0k45nNMLCu8+XX6ixRTBVW73MxXnxuad3FunmnVxHoiLNbSnn/m7jt318bF6VfVLAwAAAPCLzDZ05Tc6ZhYU5tob26hT43avLCx9q/p8wFp1MdKNYY8mxl+4niSEEDfHRs+OjFC6SQAAAAACgMw2RNV7PKuKSqvcF17zxu31/qK0LKfNBLj7WN4r8g+J8QbNBXpib4zptT6ud2CaBAAAAEBpPf85W0mx4abKHTkAnq44V9DYfARyaxq93vtOn9k5IEXRJvk0DWwngvyj6F6jzKb1p8/sr7O13JphMv46rveVEaE+cZQcWEmSVH0aqwJBVhThbY0SYfFdN7r8yBAXfe9De3DvCxiCrDTC65fk9fbkRVmdTqde35nFYHq2Ro8n7pPPa1wX7rBt6uNLR0yMUtPw3Vxbw78qq76pt511OqN1+gGmsNnR0ZdHWrgSAFAXl8ul69SS3QAAhI4efqf0eDwNDQ1dftiwsDAhRGOjOgbotrSn5nxH01ohxBtlZy41BOKE0Wq1BoNBCOHxeC4myKmSuDU2WsRGNy20K3A+qJEc5MbGRo/HE+y29ExGo1H+PZUgK8doNHo8HkeLCfB6Ho/H09HMVol7n16v1+l0ShwZMpPJJL8gyMoxmUwul8vpdAa7IT2TfJUQQhBk5YTUpdh3VWynHp7Zut1um83PkNSLpNPpJEmqr1fNpMHNfH6uuhN7/bu2NjAf2WAw+DJb9Qa5m5ODbLfbufEoxGAwaLVaIQRBVo7BYHC73SFylQgP79gzFEqExWw263Q6m83Ws0d7BYskSb7vcARZIXKQHQ6HEl8OIYSwWCxyZkuQlWOxWLRabYjc+zqa2TKDVCg643R997IDN84zHe/mBQAAAIAAILMNRSat79+9A8+cGnlUHQAAAEC3RGYbihI6NRNJInNxAQAAAOiWyGxD0RWWzqx5MzW8YyPdAQAAACAwyGxD0aAwwwiTsUO7hEnSXFUt+QMAAAAgdJDZhqj74mI7VP/GGGscqykCAAAA6JbIbEPUNEv4j6N7tbPycGPYXX06lgkDAAAAQMCQ2Yau3/Tts6AdA4yHGsNeSUkyaZgYGQAAAEA3RWYbuvSS9Kd+CRvie0do/Z8GWklaaY16d0Bygp5xyAAAAAC6LzKWkCYJcXNs9DJr1N/P1bx3vu64w1Hlcps1mlSDfnpE+NKoyCHGsGC3EQAAAAAugMwWIkarvTU2+tbYaCGE2+vVSgw8BgAAAKAmjEbG95DWAgAAAFAdMlsAAAAAgLqR2QIAAAAA1I3MFgAAAACgbmS2AAAAAAB1I7MFAAAAAKgbmS0AAAAAQN3IbAEAAAAA6kZmCwAAAABQNzJbAAAAAIC6kdkCAAAAANSNzBYAAAAAoG5ktgAAAAAAdSOzBQAAAAComy7YDQDULb/RcbDeVuZ0OYWI02kvNRlHm0waKdjNAgAAAEIJmS3QSe/X1j1ypuKovbFZebxety42enV0L71EggsAAAAEAqORgQ5zeLy3lZxeWVjaMq0VQpQ5XXefLp9ZUFjqdAa+bQAAAEAICmifbUlJyfbt2w8fPlxdXd27d++hQ4euWLEiNja2aZ0jR4488MADrR3hj3/8Y0pKivItBVrl9nqvLy7dU1vfdrUce+P8E8XvD0yJ0WoD0zAAAAAgZAUusz106NCjjz7qcDjkP0tLS0tLSw8ePPjwww+np6f7qp0+fTpgTQI64fflld9La71CNB90/N+iIqfzxuJv30rtx6BkAAAAQFEBymwLCwvltHb06NHXXHPNwIEDT548+dxzz508eXLz5s1//OMfjUajXFPObCdOnDh//vyWx4mLiwtMgwG/ShzOLRVVQjRJaP2krf8rOlBne6emdm5URGCaBwAAAISmAGW2L730ksPhGD58+D333GMwGIQQGRkZDz744M0333zmzJmsrKwpU6bINeXMdtiwYcOGDQtM24D2e/FcTaPXK4TfhNa/rZXnyGwBAAAARQViBqny8vLs7GwhxOrVq+W0VhYTEzNz5szk5OSioiJfoZzZJiQkBKBhQEe9V1vX0V2yGuxVbrcSjQEAAAAgC0SfrZzWxsfHDx48uNmmG2644YYbbvD96fV65cw2MTExAA0DOsTt9eY3Ojqx1/FGxzizSYkmAQAAABCByWxLSkqEEMOGDZMutLxnZWWlw+HQarU1NTUvvPBCfn5+XV1dcnLyoEGDli5darVaW9vx1KlT+fn5LcsTExOTkpIusv0taTQaIURYWFiXHxlCCJ3uv6elJEndKsjlTpdbHorcQedE9/og4rsg6/V6+WRGl/Nd7giyciRJ0mg03e0/lxI8Hk9Hd1EiLFqtVgjRdOwVulDT70hhYWHeTt1u0B5arTYUrhtBof1uPQidTkeQFSIHmfD6FYjM9ty5c0IIq9VaVVX12muvZWdn19TUxMfHDxgwYNGiRU1X8ZE7bN1u91133eUrzMvLy8vL+/DDD3/+859PmjTJ71vs27dvy5YtLcvXrl170003dfHn+U5EBA9PKkur1XarIOs6/uVSFhdh6VYfxMdsNge7CT0fQVaURqPpnv+5upbL5eroLsqFJRQCHnQWiyXYTejJwsLCyAqUZjAY+BVMUVyK/QpEZltVVSWEqK6uvvXWW+vq/vuYYlFRUVFR0YEDB9asWbNw4UK50Lfkz6BBg1auXDlw4ECHw5Gbm/viiy+ePXv28ccfT0tLi4+PD0CbgZZMGk2cQX/G4ezojv2/m/obAAAAgBICl9nu3bs3KioqMzPzsssui4yMLC4u3rZtW3Z29gsvvDBo0KCMjAwhRERExLRp03r16rVixQrfLz1TpkwZOXJkZmZmbW3tSy+99Ktf/arlWyQkJIwdO7Zled++fZ3ODuchFySP5OzEj+hoD0mS5Ah7vd7uFuQZvaL+Wl7R3tpeISSRZgxL0WmVOA8vhhxkl8vFgDeF6HQ6eWwhQVaOTqfzer3uEJihze12+x7TaCclrjkajUar7XZXs55Er9fLLwiycvR6vdvt7sQIf7SHVquVH8DxeDyhcHEOCjnIIXKV8F0V20kKwFeuzMzM0tJSnU63efPmAQMG+Mq9Xu/dd9+dm5ubkZHxyCOPtH2QN954469//WtMTMwLL7zQ/re22Ww2m62T7W5dVFSUJEnV1dVdfmQIIQwGQ2RkpBDC5XJ1tyB/XG9beLK4Q7vcG9f7l72jFWpPp8lBrqmpCZErY+BZrVb5SRiCrByr1ep2u8+fPx/shgRCbGxsh+pXVLT7N7h2M5vNZrO5srKSH2uUIElSTEyM/JogK0QOskJfDiGEsFgsRqNRKPYNHEIIi8USFhZWWVkZ7IYEQkfvfYGY1yQ6OloIMWrUqKZprRBCkqRZs2YJIQoKCi7445m8b2VlpW88MxB4k8LNV0WEt79+vF73s5heyrUHAAAAgAhMZiv/BtmnT5+Wm+RCu91eX1/f9kHkgVhardZkYvUUBNMTifEJ+hbDAv39tm7QSH/ql2BmXlwAAABAYYH4zi0vTltc7GcM57fffiuEiI6OjoiIcLvdmZmZq1evzsrKalmzsLBQCJGcnOybTxwIij463espSSmG74/7b7GgVbhG8+ekhPEsYwsAAAAoLxCZ7cSJE4UQOTk5OTk5TcudTuf27duFEMOGDRNCaLXaoUOHVldXv/baa83mDWpoaPjnP/8phBgzZkwAGgy0Ld0Y9n5aygprlLaVJZqnWszvDUieFcmyDQAAAEAgBCKz7dev35QpU4QQGzdufOeddyoqKux2+9dff33fffcVFhaaTKbrr79erjl37ly9Xp+Xl7dhw4a8vLzGxsaampqsrKw77rijoqKib9++S5cuDUCDgQuK1mqfSIz/ZFDqfXGxP7CEpxvDBhgM482mW2Oj3x2Q/FZqvyFG1soDAAAAAiQQq/4IIW655ZbTp0/n5+dv3bp169atvvLIyMh169b5HsEdMGDAunXrNm/efOTIkSNHjjQ9QnJy8h133MHK2uhWBhgM63rHrOsd7HYAAAAAoS1Ama3ZbP7tb3/77rvv7t+/v7S0VAiRnJw8ZMiQJUuWRERENK05ZcqUtLS0N998My8vr7y83Gw2p6amjhgxYv78+R1dzQ8AAAAAEAoClyvq9foFCxYsWLDggjUTEhJuu+22ADQJAAAAANADsB4JAAAAAEDdyGwBAAAAAOpGZgsAAAAAUDcyWwAAAACAupHZAgAAAADUjcwWAAAAAKBuZLYAAAAAAHUjswUAAAAAqBuZLQAAAABA3chsAQAAAADqRmYLAAAAAFA3MlsAAAAAgLqR2QIAAAAA1I3MFgAAAACgbmS2AAAAAAB1I7MFAAAAAKgbmS0AAAAAQN3IbAEAAAAA6kZmCwAAAABQNzJbAAAAAIC6kdkCAAAAANSNzBYAAAAAoG5ktgAAAAAAdSOzBQAAAACoG5ktAAAAAEDdyGwBAAAAAOqmC3YDFCdJkuqOHOKaBpYgK0QOrCRJRFhpBFlRhLc1SoTFd93o8iNDcO8LCO59AUOQlUZ4/ZK8Xm+w26Agp9Op1+uD3QoAADrP5XLpdD3/l2gAAC5GD79Tut1uh8PR5Yc1Go2SJDU0NHT5kSGE0Gq1RqNRCOHxeAiyQuQg2+12t9sd7Lb0TCaTSaPRCCEIsnJMJpPX67Xb7cFuiOK8Xq/FYunQLvX19V3eDIPBoNfrbTZbz/5NPFgkSTKbzfJrgqyc8PBwp9OpxJdDiO+uEkIIgqwcOchKXOS7ofDw8A7V7+GZrUKpkcFgILNVjsFgILNVmhzkxsZGp9MZ7Lb0TPI5LIQgyMoxGo1utztErhIdzWyVCIskSXq9vqGhgaRLCU0zW4KsEEmS5Mw2RK4bgafVan2ZLUFWiFar1el0IRLejma2zCAFAAAAAFA3MlsAAAAAgLqR2QIAAAAA1I3MFgAAAACgbmS2AAAAAAB1I7MFAAAAAKgbmS0AAAAAQN3IbAEAAAAA6kZmCwAAAABQNzJbAAAAAIC6kdkCAAAAANSNzBYAAAAAoG5ktgAAAAAAdSOzBQAAAACoG5ktAAAAAEDdyGwBAAAAAOpGZgsAAAAAUDcyWwAAAACAupHZAgAAAADUjcwWAAAAAKBuZLYAAAAAAHUjswUAAAAAqBuZLQAAAABA3chsAQAAAADqRmYLAAAAAFA3MlsAAAAAgLqR2QIAAAAA1I3MFgAAAACgbrpAvllJScn27dsPHz5cXV3du3fvoUOHrlixIjY2tlk1r9e7e/fuDz74oKSkxOPxJCYmTps2bfbs2VqtNpCtBQAAAACoQuAy20OHDj366KMOh0P+s7S0tLS09ODBgw8//HB6erqvmtvt3rRpU1ZWlq+koKCgoKDg008/Xb9+vcFgCFiDAQAAAACqEKDRyIWFhXJaO3r06I0bN27btu2RRx7p37+/3W7fvHmz3W731Xz99dfltHbFihXPPvvsc889t2bNGiFETk7Oyy+/HJjWAgAAAABUJECZ7UsvveRwOIYPH37PPfeMGDHCbDZnZGQ8+OCDJpPpzJkzvh5am8329ttvCyGWLl26fPnyhISE+Pj4RYsWrV69Wgixa9eu6urqwDQYAAAAAKAWgchsy8vLs7OzhRCrV69uOpw4JiZm5syZycnJRUVFcskXX3xht9s1Gs2CBQuaHmHu3LkGg8HpdH7++ecBaDAAAAAAQEUCkdnKaW18fPzgwYObbbrhhhu2bNmycuVK+c9jx44JITIyMiIiIppWMxqNI0eOFELk5uYGoMEAAAAAABUJxAxSJSUlQohhw4ZJktR2zaqqKiFESkpKy03JyclZWVnnzp3zu2NeXt7Ro0dblqelpaWlpXW4xRei0WgkSTIajV1+ZAghdLr/npYajYYgK0QOssFgYMpxhfgudwRZOZIkhchVwuPxdHQXJcIiXzeMRqPX6+3yg6PpdySCrBA5yDqdLhSuG0Hhu98RZOXIQSa8fgUis5XTUavVWlVV9dprr2VnZ9fU1MTHxw8YMGDRokVN81i5ZrMOW5lc2Fpm+8knn2zZsqVl+dq1a+XOXiVYLBaFjgyZRqMhyIoymUzBbkLPR5AVFSJXCZfL1dFdlAtLeHi4QkeGD0FWlMFgYK0NpRFkpYXCva8TApHZyj2x1dXVt956a11dnVxYVFRUVFR04MCBNWvWLFy4sGlNv5ltZGSkaD2zBQAAAACErMBltnv37o2KisrMzLzssssiIyOLi4u3bduWnZ39wgsvDBo0KCMjoz2Hau1364SEhLFjx7Ys79u3r9PpvJjG+yWPyOrEj+hoD0mS5Ah7vV6CrBA5yC6XiwFvCtHpdPKwN4KsHJ1O5/V63W53sBuiOLfb7XtMo52UuPdpNBqtVqvEkSHT6/XyC4KsHL1e73a7OzHCH+2h1Wo1Go0QwuPxhMLFOSjkIIfIVcJ3VWynQGS28v1Yp9Nt2LBhwIABcuHgwYMfeOCBu+++Ozc395VXXnnkkUeEEFartayszNev21Rtba0QIjo62u9bzJgxY8aMGS3LbTZbTU1NV30Qn6ioKEmSlDgyhBAGg0Huone73QRZIXKQ6+vrQ+TKGHhWq1V+EoYgK8dqtbrd7vPnzwe7IYHQ0UeqlLh4ms1ms9l8/vx5fqxRgiRJMTEx8muCrBA5yI2NjTabLdht6ZksFot8sbLb7QRZIRaLJSwsLES+IcfGxnaofiAy2+jo6NLS0lGjRvnSWpkkSbNmzcrNzS0oKPB4PBqNxmq1iu+S2GbazmwDjPuNolwul/zflTgrx+v1El5F+X6h40dr5XAaBxgBV5TX6/V9VSXOyiG2impoaGhsbBSdmvcO7cSluA2ByGzl3yD79OnTcpNcaLfb6+vrIyIi5My2tLS0ZU25sKOZrfwDcyfa3B4d/RUB7XTgwIFf/vKXQoghQ4a88sorwW5OTxYVFRXsJvRYS5YsOXnypBDi6aef9vusBLqETqcLCwsLdiu6I+XuUL5+RXQtm802depU+fVHH33EJFLKUfTLYYj7v//7vzfffFMIsXbt2ptuuinYzenJSEP8CsR6tomJiUKI4uLilpu+/fZbIUR0dLQ8a1R6eroQ4quvvmpoaGhazel0Hj582FcBAAAAAACfQGS2EydOFELk5OTk5OQ0LXc6ndu3bxdCDBs2TC4ZM2aM0Wh0uVx79+5tWvPAgQN2u12n040fPz4ADQYAAAAAqEggMtt+/fpNmTJFCLFx48Z33nmnoqLCbrd//fXX9913X2Fhoclkuv766+WaFotFXgHo+eef379/v8PhcDgchw4deuqpp4QQc+bMkYcrAwAAAADgE4jnbIUQt9xyy+nTp/Pz87du3bp161ZfeWRk5Lp165o+grts2bL8/Pzs7OzNmzfLSzw7HA4hxIgRI1avXh2Y1gIAAAAAVCRAma3ZbP7tb3/77rvv7t+/X54LKjk5eciQIUuWLJGfsPXRarX333//7t279+zZU1JSIoRIS0ubNm3a7Nmz5SU0AAAAAABoKkCZrRBCr9cvWLBgwYIFF6yp0WhmzZo1a9asALQKAAAAAKB2gctsgXbS6XSRkZFCCCblh3qFh4fLp7FOx2UWwIVJkiRfNOTXwW0M0DlGo1E+jeUnCoEAk1jqFwAAAACgaoGYGxkAAAAAAOWQ2QIAAAAA1I3MFgAAAACgbmS2AAAAAAB1I7MFAAAAAKgbmS26tZdeemn+/PlPP/10sBsCdCVObABt4BKBHokTG0pjoUV0C7fffvv58+f//Oc/B7shwIW1fbp6vd7du3d/8MEHJSUlHo8nMTFx2rRps2fP1mq1AW4ngG6Oex9UhHsfuj8yWwRfYWFhfn5+nz59gt0Q4MLaPl3dbvemTZuysrJ8JQUFBQUFBZ9++un69etZuR6AD/c+qAj3PqgCo5ERZOXl5Zs3bw52K4B2ueDp+vrrr8u39hUrVjz77LPPPffcmjVrhBA5OTkvv/xygFoJoNvj3gcV4d4HtaDPFsFx6tSpPXv2nDp16ujRo16vN9jNAdrSztPVZrO9/fbbQoilS5cuX75cLly0aJHX63355Zd37dq1ePHiXr16BajRALof7n1QEe59UB36bBEceXl5O3fuzMnJ6cSt/euvv168ePH8+fNffPFFvhkgANp5un7xxRd2u12j0SxYsKBp+dy5cw0Gg9Pp/Pzzz9vYnRMb6PG490FFuPdBdeizRXBMmDBh4MCB8uvPP//8b3/7Wzt3zMvL27Bhg8PhmDNnzpo1ayRJUqyNwH+183Q9duyYECIjIyMiIqJpudFoHDlyZFZWVm5u7owZM/zuy4kNhALufVAR7n1QHTJbBEdERITvCnjy5Ml27nXy5Mn169fb7farr776pz/9KVdABEY7T9eqqiohREpKSstNycnJWVlZ586d87sjJzYQIrj3QUW490F1GI0M1SguLn7wwQfr6+uvuOKKW265hSsguhv55t3sR2uZXOj37s6JDaANXCLQzXHvQ/dBZgt1KCsre+CBB2pqasaOHbtu3TqNhlMX3Y78u7Xfu3tkZKTwd3fnxAbQBi4R6P6496H74EyCClRUVNx///3ypdNms3EFhEq5XK6mf3JiA2gDlwj0DNz7EDCcTFCB7Ozs8vLyESNGCCGOHj26f//+YLcI8MNqtQoh6urqWm6qra0VQkRHRzct5MQG0AYuEVAF7n3oPshsoQ7Tp09/+OGHx40bJ4T4y1/+YrPZgt0ioDn57i7fyJvxe3cXnNgA2sQlAt0f9z50H2S2UIERI0b8/Oc/lyTpxhtvNBgM586d27ZtW7AbBTQn391LS0tbbpILm93dObEBtIFLBFSBex+6DzJbqEBCQoL8GEafPn0WL14shNixY0dRUVGw2wV8T3p6uhDiq6++amhoaFrudDoPHz7sq+DDiQ2gDVwioArc+9B9kNlCZa699tr4+HiPx7N161av1xvs5gD/M2bMGKPR6HK5mbVVpwAAEAlJREFU9u7d27T8wIEDdrtdp9ONHz++tX05sQG0gUsEui3ufeg+yGyhMgaD4cYbbxRC5OTkHDx4MNjNAf7HYrEsXLhQCPH888/v37/f4XA4HI5Dhw499dRTQog5c+bIQ7b84sQG0AYuEei2uPeh+9AFuwFAh11++eWXX355VlbW888/P2bMGJPJFOwWAf+1bNmy/Pz87OzszZs3GwwGIYTD4RBCjBgxYvXq1W3vy4kNoA1cItBtce9DN0GfLVTpxhtv1Ov1VVVVzDqAbkWr1d5///2ZmZkDBw7UaDQajSYtLe3GG2/csGGDXq+/4O6c2KpwySWXSJJ0ySWXXPyhysrKpNbpdLpBgwbNmTPnrrvuysvLu/i3g9pxiUD3xL0P3YTEoHYAANrvkksu+frrrzMyMo4ePXqRhyorK+vbt297amo0mvvvv//Xv/61JEkX+aYAAPRIjEYGACDIwsPD5TlCm6qpqTl+/Pg333zj9Xo9Hs9DDz1kMBjuu+++oLQQAIBujj5bAAA6QIk+25SUlFOnTvmtk5OTk5mZ+fHHHwshwsLC8vPzk5KSLvJ9AQDoeXjOFgCA7mv48OHbt29PSEgQQjQ2Nr711lvBbhEAAN0RmS0AAN1aTEyMb6xydnZ2Fx65urr673//++OPP15aWtqFhwUAIPDIbAEAPVl1dfXGjRvHjBnTq1eviIiIUaNGPfTQQ+fOnRPfzXK8atWqlnsVFRXdddddw4cPj4yMjIiIGD58+H333VdWVub3Lfbt2yfPZvzll18KIT777LNVq1alpqaGhYUlJCTMmjXr1Vdf9Xg8F/MpBg4cKL+oqqpqtungwYNr164dOHCg2WyOiYkZO3bsHXfc0drY5smTJ0uStHz5ciHErl27Bg4cuGLFil/+8pe5ublNqzU2Nj7zzDPTp0+Pj483Go1DhgyZP3/+3/72t9Y+RW1t7eOPPz5t2rRBgwaZTKbY2NhLL7106dKle/bsafnQUwDCBQAIRV4AAHqojz76KC4uruW9Lz4+fv/+/RkZGUKIlStXNtvrxRdf9LumYkxMzL59++S9MjIyfPU//PBDucK///3vhx9+2O/0xZMmTaqoqGj2RqdPn5a3pqSktP1BbrvtNrnmbbfd5iu02WwrVqzwe3PXaDTr16/3eDzNjjNp0iQhxLJly/bv3y8vOymTU1DZ0aNHfYl0M2PGjCkqKmp2zH/84x9RUVH+v2QIMX36dLvd3rR+p8MFAEAbmBsZANAzHT58eNasWTabTQiRlJQ0efLklJSUw4cPHzx4sKysbObMmX4XWty2bdv1118vv7ZarePHj09PT8/JyTl06FBlZeXChQt1ulZvnc8999yzzz4bExPz0EMPTZ06NTw8/NNPP33ssceys7M//vjjGTNmHDp0qGk+2U5VVVX/+Mc/5NejRo2SX7jd7nnz5u3du1cIodPprrzyyhEjRjQ0NGRlZWVlZXk8ng0bNpSXlz/99NMtD1hTU7Nq1SqHw5GamjphwoT09PShQ4fKm06cODF16lS5Z7hv376TJ08ePHjwqVOnduzYUVtbm52dvXz58n379vlCd+zYseXLlzscDiFEamrqzJkz4+Pja2trjx49+sEHH3g8nr179955551PPvlkwMIFAAhRwU6tAQDoei6Xa+TIkfKdbs2aNQ0NDb5Nx44da9on2bTPtry83Nf9OH/+/Orqat+m4uLiyy67zLeX3z5bIURKSsrx48ebtsRmsy1ZskTeunHjxqab2tNnm5ubO3XqVLlar169vv32W7n8kUcekQtHjhx55MiRprvs2LGjT58+8tbdu3c33ST32co2bdrkdDqbbvV4PL73WrJkSV1dnW/TmTNnJkyYIG964oknfOX33nuvXHjzzTe7XK6mR8vKyrJYLEKIpKSkpuWdDhcAAG0gswUA9EA7d+6Us6Mrr7yy5aDckydParXalpntxo0b5cKpU6e63e5me9XW1vrGNreW2W7btq1lYyorKyMiIoQQvXv3bmxs9JX7Mtvw8PCftLB48eLLLrtMo/nfjBgvvfSSvGN9fX1MTIwQIioqqrCwsOU7fvDBB/Iul19+edNyX2Y7Y8aMlnvt379f3jp69OiWQSsqKpKDNnv2bF/hD37wAyGEyWRq+tuBz3XXXScfsLKy8uLDBQBAG5hBCgDQA/3973+XXzz44IMtn+RMTU2VZ1Fqxjfod9OmTU1TSpnFYrnjjjvaeNP+/fv7JjFuKjo6OjMzUwhx9uzZpnmdT319/fMtvPnmm//+97/luZSMRuPvfve7H/3oR3L9999/v7KyUgjxi1/8Ijk5ueUBp0+fftVVVwkhsrOzW046JYS4++67Wxb6gnbPPfe0DFq/fv3mzJkTFxd3/Phx3wxPDz744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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Log Scale --- .left-code[ ### Point size = population ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop, * colour=fyear), * shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Portugal --- .left-code[ ### Add Portugal ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + geom_point(aes(size=pop, colour=fyear), shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + *geom_point(data = * gmPT[year %in% yrs], * colour="blue") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth - Portugal --- .left-code[ ### No need for year colours ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop), * colour="grey60", shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + geom_point(data = gmPT[year %in% yrs], colour="blue") ``` ] .right-plot[ <img 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width="100%" /> ] --- layout: true <div class="ggplot2-hex-right-top"></div> ## Health vs Wealth --- .left-code[ ### Move the legend below ```r yrs <- c(1960,1980,2000,2010) gm[continent=="Europe" & year %in% yrs] %>% ggplot(aes(gdpPercap, lifeexp)) + *geom_point(aes(size=pop), * colour="grey60", shape = 21) + scale_x_log10( breaks = c(10^3, 10^4, 10^5), labels = c("1k","10k","100k")) + facet_wrap(~fyear) + geom_point(data = gmPT[year %in% yrs], colour="blue") + *theme(legend.position = "bottom") ``` ] .right-plot[ <img 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" width="100%" /> ] --- layout: false class: inverse, center, middle # Exercises ### Double Click on "`ggplot2-Exercises.Rproj`" ### Open file "`ggplot2-Exercises.Rmd`" ### Complete "Exercise 3: Gapminder plot" --- <div class="xaringan-hex-right-top"></div> # Summary ### - Answer questions with data visualisations ### - Define your plots and `gglot2` does the rest ### - Integrates well with R markdown ### - Lots more than this 3 hour workshop could show ### - Try it! --- class: inverse, center, middle .pull-left[ ## Notes & Slides ### https://github.com/saghirb ### https://ilustat.com/resources ] .pull-right[ ## Follow us on Twitter ### @ilustat ### @dsup_lx ### @novaanalytics ] <br> --- class: inverse, center, middle ## This work is licensed under the ## Creative Commons Attribution-NonCommercial 4.0 International License. ## To view a copy of this license, visit ## http://creativecommons.org/licenses/by-nc/4.0/